{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from hyperopt import hp\n",
    "from hyperopt.pyll.stochastic import sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the search space\n",
    "space = {\n",
    "    'class_weight': hp.choice('class_weight', [None, 'balanced']),\n",
    "    'boosting_type': hp.choice('boosting_type', [{'boosting_type': 'gbdt', 'subsample': hp.uniform('gdbt_subsample', 0.5, 1)}, \n",
    "                                                 {'boosting_type': 'dart', 'subsample': hp.uniform('dart_subsample', 0.5, 1)},\n",
    "                                                 {'boosting_type': 'goss', 'subsample': 1.0}]),\n",
    "    'num_leaves': hp.quniform('num_leaves', 30, 150, 1),\n",
    "    'learning_rate': hp.loguniform('learning_rate', np.log(0.01), np.log(0.2)),\n",
    "    'subsample_for_bin': hp.quniform('subsample_for_bin', 20000, 300000, 20000),\n",
    "    'min_child_samples': hp.quniform('min_child_samples', 20, 500, 5),\n",
    "    'reg_alpha': hp.uniform('reg_alpha', 0.0, 1.0),\n",
    "    'reg_lambda': hp.uniform('reg_lambda', 0.0, 1.0),\n",
    "    'colsample_bytree': hp.uniform('colsample_by_tree', 0.6, 1.0)\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BRERqjhKAepFLAAYNav5zcgnAs8+WPh4REUmVEoB64N7yKgCAzTeP9Ysvlj4mERFJlRKAejBvHsyfH337e/du/vM23RTMYPJkWL68fPGJiEjFKQGoB/n1/2bNf17nzvGcTz+NJEBERGqGEoB6sC7F/zlDh8Za1QAiIjVFCUA9aE0CsNlmsVYCICJSU5QA1IPXX4+1EgAREUkoAagH69IFMGfYsFi/+KJGBBQRqSFKAGrdihUwdWpsDxzY8uf37h3zByxYANOnlzQ0ERFJjxKAWjd9erTi79s3WvWvC1UDiIjUHCUAta41DQBzlACIiNQcJQC1rjUNAHOUAIiI1BwlALWupZMAFaMEQESk5igBqHWt6QGQM3AgdOwYUwN/+GFp4hIRkVQpAah1pWgD0LZtzAsAMHFi62MSEZHUKQGoZQsXwuzZ0L49bLBB666VPx6AiIhUPSUAtSzXAHDgwPgV3xqaE0BEpKYoAahlpSj+z8k1BFQVgIhITVACUMvefjvWAwa0/lqbbBLrKVNg5crWX09ERFKlBKCWzZwZ6759W3+trl3jOkuXakhgEZEaoASgls2YEetSJACwuhRg8uTSXE9ERFKjBKCWlbIEAJQAiIjUECUAtSyXALS2C2COEgARkZqhBKBWLV0Kc+dG97/11ivNNQcPjvWrr5bmeiIikholALXq3Xdj3adP68cAyMkNJzx5MriX5poiIpIKJQC1qtT1/wA9e0KvXrB48eoGhiIiUpWUANSqUvcAyFE7ABGRmlDRBMDMrjezOWY2KW/fRWb2rpm9mCyjG3jugWY2xcymmtm5lYu6SpWjBACUAIiI1IhKlwDcCBxYZP+v3X3HZHmg8KCZtQWuBg4CtgaONbOtyxpptVMCICIijahoAuDuTwHrMqH8CGCqu09z9+XA7cBhJQ2u1pSrCkA9AUREakJW2gB808xeSqoIehU5PhDIb3U2M9lXlJmdZmbjzGzc3LlzSx1rdahECYB6AoiIVK0sJAC/BYYCOwKzgV8VOceK7Gvw28fdx7j7cHcf3rfUX4DVolwJQK9e0L07fPQRvPdeaa8tIiIVk3oC4O7vu/tKd18F/J4o7i80E8if03YjYFYl4qtKy5bBnDnQpg307l3aa5upHYCISA1IPQEwsw3zHh4BTCpy2gvAMDMbYmYdgGOAeyoRX1UqxyBA+ZQAiIhUvXaVfDEzuw3YG+hjZjOBC4G9zWxHokh/OnB6cu4A4Fp3H+3uK8zsm8BDQFvgend/pZKxV5VyFf/nqCGgiEjVq2gC4O7HFtl9XQPnzgJG5z1+AFiri6AUUa4eADn5QwKLiEhVSr0KQMqgUiUASgBERKqWEoBaVO4EoG9f6Nw5Zhus126WIiJVTglALcpVAWywQXmun98TQO0ARESqkhKAWlTuEgBQNYCISJVTAlCLKpEAqARARKSqKQGoNcuWwfvvl2cQoHwaC0BEpKopAag1s5IBEtdfvzyDAOUoARARqWpKAGpNJYr/Afr1g44dI+H46KPyvpaIiJScEoBaU6kEoG3b1QMCqR2AiEjVUQJQa8o9CmA+VQOIiFQtJQC1plIlAKCeACIiVUwJQK2ZPTvWffqU/7VUAiAiUrWUANSa996LdTm7AOYoARARqVpKAGrN++/Hulev8r/WwIHQrh28/TYsWlT+1xMRkZJRAlBrKlkC0LYtbLxxbL/2WvlfT0RESkYJQC1ZvBgWLoT27aFbt8q8proCiohUJSUAtSRX/N+7d8zYVwmaFEhEpCopAaglueL/StT/56ghoIhIVVICUEvySwAqRSUAIiJVSQlALUmjBGDgwGgMOG0afPJJ5V5XRERaRQlALalkD4CcDh1gwABYtQpef71yrysiIq2iBKCWpJEAgIYEFhGpQkoAaknaCYDaAYiIVA0lALUkjUaAoARARKQKKQGoJWk0AgT1BBARqUJKAGqFe3pVABtvHAMPvfEGLF9e2dcWEZF1ogSgVixYAMuWQefOsVRSp07Qvz+sWAFTp1b2tUVEZJ0oAagVaf36z1FPABGRqqIEoFak1QAwRw0BRUSqihKAWpFWA8AcNQQUEakqSgBqRVaqAJQAiIhUBSUAtSLtBGDQoFhPmQIrV6YTg4iINJsSgFqRdgLQtSv07Rs9Ed56K50YRESk2ZQA1Iq0GwGCqgFERKqIEoBakXYjQFBDQBGRKlLRBMDMrjezOWY2KW/fL83sNTN7yczuNrP1GnjudDN72cxeNLNxlYu6SqRdBQAqARARqSKVLgG4ETiwYN8jwLbuvj3wOnBeI8/fx913dPfhZYqvOq1cCXPmxPZ6RfOnylACICJSNSqaALj7U8CHBfsedvcVycPngY0qGVNNmDcvkoAePaBDh/TiyPUEePVVWLUqvThERKRJWWsDcDLwfw0cc+BhMxtvZqc1dhEzO83MxpnZuLlz55Y8yMzJNQBMs/4foGfPiGHJEpgxI91YRESkUZlJAMzsfGAFcGsDp+zu7jsDBwFnmdmeDV3L3ce4+3B3H963b98yRJsxWaj/z8k1BHzllVTDEBGRxmUiATCzE4BDgK+6uxc7x91nJes5wN3AiMpFmHFZ6AGQk0sAJk1q9DQREUlX6gmAmR0I/BA41N2XNHBOVzPrntsGRgH6hsnJUgnAppvGeuLEdOMQEZFGVbob4G3Ac8AWZjbTzL4OXAV0Bx5Juvhdk5w7wMweSJ7aD3jGzCYCY4H73f3BSsaeaVlKAIYOjfVLL6Ubh4iINKpdJV/M3Y8tsvu6Bs6dBYxOtqcBO5QxtOqWhVEAcwYPBjN47bUYFrhjx7QjEhGRIlKvApASyFIJQOfOsNFGsGJFdAcUEZFMUgJQC7LSDTAn1w5A1QAiIpmlBKAWZC0ByLUDUENAEZHMUgJQ7VauhA8+iO00hwHOpxIAEZHMUwJQ7ebNA/cYBrht27SjCfklAMWHdRARkZQpAah2uUmAslL8D9CvH3TtCnPnrq6eEBGRTFECUO1yX7BZKf6H6AaoagARkUxTAlDtslgCAGoIKCKScUoAql1WEwCVAIiIZJoSgGqXSwCyVAUAKgEQEck4JQDVLottAACGDIm2AK++CsuXpx2NiIgUUAJQ7XIlAFkYBjhf584wcKCGBBYRySglANUuq1UAoHYAIiIZpgSg2mW1ESCsTgBefDHdOEREZC1KAKpdVtsAAGy+eazHj083DhERWYsSgGq2eDEsWQIdOkCXLmlHs7Yttoj1+PExZ4GIiGSGEoBqll/8b5ZuLMX07g0bbACLFsHrr6cdjYiI5FECUM2y3AAwJ1cK8MIL6cYhIiJrUAJQzbJc/5+TSwDGjUs3DhERWYMSgGqW5R4AOUoAREQySQlANaumBOBf/4JPP003FhER+TclANWsGtoAdO8OAwbA0qUweXLa0YiISEIJQDXLtQHIcgkAwJZbxloNAUVEMqNFCYCZjSxXILIOqqEKANQOQEQkg1paAvCQmU01s++bWd+yRCTNVw1VALB6RECVAIiIZEZLE4B9gReAnwIzzOyPZrZX6cOSZqmWEoDNN4+Bil5+OdoCiIhI6lqUALj7E+5+LDAQ+E9gOPB3M3vVzL5tZhn/JqohK1fCBx/Eds+e6cbSlC5dYNCg6AWgmQFFRDJhnRoBuvs8d/+lu28OjAQ+AC4D3jWzG81su1IGKUXMmwerVkGPHtCuXdrRNE3tAEREMqVVvQDMbDTwLeCzwBzgZmAvYIKZfaP14UmDqqX4P0cJgIhIprQ4ATCz/mZ2vpm9BdwHrAccB2zs7mcAmwG/Ay4oaaSypmppAJiT6wr43HPpxiEiIkDLuwH+BXgb+AHwALCdu+/l7ne4+woAd18J/BHoV+pgJU81zAOQb9gw6NgRXnsN5s5NOxoRkbrX0hKAYcB3gIHufpa7v9LAeS8D+7QqMmlcrgSgd+9042iu9u1hq61i+9ln041FRERanAAcAlzr7osKD5hZOzMbBODuC939yVIEKA2otioAgO2StqHPPJNuHCIi0uIE4C1gpwaO7ZAcl0qo5gTg6afTjUNERFqcAFgjx9oDq5q8gNn1ZjbHzCbl7ettZo+Y2RvJumjTdjM7ITnnDTM7oYWx15ZqmQcg3zbbQJs2MGECLF6cdjQiInWtyQTAzNYzs03NbNNk18Dc47xlG+AE4L1mvOaNwIEF+84FHnP3YcBjyePCOHoDFwK7AiOAC+t64KFq6wYIMSDQ0KGwYgX8859pRyMiUteaUwLwbWAq8AbgwJ+T7fzlJeB0YExTF3P3p4APC3YfBtyUbN8EHF7kqQcAj7j7h+4+H3iEtROJ+lGNCQDA9tvHWtUAIiKpas4Qcn8FphPF/9cDlwBvFpyzDJjs7us6zms/d58N4O6zzWyDIucMBGbkPZ6Z7KtP1dgGAKIdwF/+ooaAIiIpazIBcPeJwEQAM3Pgfnf/oNyBFVGs/YEXPdHsNOA0gEGDBpUzpnQsXhxL+/ZRrF5Ncg0Bn3suqgKqYRhjEZEa1NLJgG4q05f/+2a2IUCynlPknJnAxnmPNwJmFbuYu49x9+HuPrxv3xqctTh/DABrrF1mBvXuDRttFAnMiy+mHY2ISN1q8ueXmT0OnOnuryXbjXF3328d4riHaET4i2T9tyLnPAT8PK/h3yjgvHV4repXrcX/OdtuCzNnRjuA4cPTjkZEpC41pwQg/ydmm+RxQ0tzehXcBjwHbGFmM83s68QX/0gze4OYXfAXybnDzexaAHf/EPgp8EKyXJzsqz/VNgxwoVxDQLUDEBFJTXPaAOyTt713a1/Q3Y9t4NBaJQfuPg44Je/x9URDxPpWrT0AcvIHBFq1KsYGEBGRitL/vNWo2hOAgQOhb9+YFOilde04IiIirdHS2QAPM7OT8h5vYmbPmdlCM/uzmXUrfYiylmpvA2C2uu7/oYfSjUVEpE61tATgx0B+s/rLiNb4Y4A9gYtKE5Y0qhqHAS60yy6xfvjhdOMQEalTLU0AhhKj/mFmnYHRwNnufg7wI+CI0oYnRVV7FQDAzjtHScAzz2heABGRFLQ0AegEfJJsf45oRJj7CTcFGFCiuKQx1V4FANCzJ2yxBSxfDk9q5mgRkUpraQIwHfh8sn0YMN7dFySPNwAWFHuSlFgtlADA6moAtQMQEam4liYAvwMuMrNxwJnAdXnHdgMmlyowacDKlfBBMhhjz57pxtJaagcgIpKaFg3E7u6Xm9kHwGeBK9z95rzD3YmpfqWc5s2LvvM9elT/OPpbbRVzGbz2GrzzDtTivA0iIhnV4nEA3P1Wd/+Pgi9/3P30wn1SBrVS/A+RwOy8c2yrFEBEpKLWeSAgM9vAzAYVLqUMToqohQaA+TQegIhIKlpUhmxmPYDLgaOBjg2c1ra1QUkjqn0egEK5dgCPPhrtG9rq4yMiUgktrUS+GvgS0fjvZWBZySOSxuVPBVwLBgyIoYHffRf+8Q/YY4+0IxIRqQstTQAOAL7v7leXIxhphlqrAgDYfXe48064+24lACIiFdLSNgBGDPgjaanFBCD3pX/XXeCebiwiInWipQnA7cAXyhGINFMtzANQaOuto0rj7bfhX/9KOxoRkbrQ0iqAh4H/NbPuwAPAh4UnuPvjpQhMGlBL3QBz2rSBz38e7rknSgFyXQNFRKRsWpoA/C1ZDwFOzNvvRPWAo14A5VWLCQBENUAuAbjkkrSjERGpeS1NAPYpSxTSfLXYBgBgxx2hWzd49dUYGXDLLdOOSESkprV0KGBN25amxYtjad8+htCtJe3awec+FyMC3n03nHde2hGJiNS0dRoJ0Mz6mNkhZnaCmfVO9nUys3UeWVCaIX8MALN0YymH/N4AIiJSVi36wrbwS2AmcA9wPTA4Ofw34PySRidrqtXi/5xddoFOnWDcuJgcSEREyqalv9jPA74JXAzsSjT8y7kXOKREcUkxtZ4AdOwIu+4a23fckW4sIiI1rqUJwCnAxe7+c2BCwbGpwNCSRCXF1eIYAIX23z/WN9+sQYFERMqopQnAQOD5Bo4tB7q2LhxpVK12Acy3667QowdMmgQTJ6YdjYhIzWppAvAusG0Dx3YA3mpdONKoWq8CgOjhsO++sX3zzenGIiJSw1qaAPwJuMDMds/b52a2OXAOMVT1C5sWAAAgAElEQVSwlEs9lAAAjBoV61tvhRUr0o1FRKRGtTQBuAh4DXgKeCPZ9ydiauA3gF+ULDJZW64NQC2XAEAMArTxxpHwPPxw2tGIiNSkFiUA7v4JsDdwAvAP4FHgBeA0YKS7Ly91gJKnXkoAzFaXAqgaQESkLFo0EqCZdQKGA8uAvwKzgfHuvrQMsUmhekkAAEaOhOuug7/+FT76qPZLPUREKqxZJQBm1tHMLidm/3uSqOu/g6gKmGdml5pZh/KFKaxcCR98ENs9e6YbSyX06wc77QTLlsGf/pR2NCIiNafJBMDMDLiPGADoQeB04CBgdLL9CPBdokRAymXePFi1KrrItWvpHE5V6oADYn3NNRoTQESkxJpTAnAkMQvgke7+RXe/1t0fdveHku3DgaOAUWb2xbJGW8/qoQtgoX32iYRnwgQYOzbtaEREakpzEoBjgTvd/e6GTnD3u4jeAF8tVWBS4L33Yt27d7pxVFKHDnDQQbH9m9+kG4uISI1pTgKwE3B/M867D9i5deFIg+oxAQA49NDoFXDHHavbQIiISKs1JwHoCzRnarZ3gA1aF440aPbsWNdbAjBgAIwYEY0Br78+7WhERGpGcxKALkS3v6YsBzqtSxBmtoWZvZi3fGxm3yk4Z28zW5B3zgXr8lpVq15LAAAOOyzW11wTvSFERKTVmtucfKCZbdrEORutaxDuPgXYEcDM2hJzDhRrc/C0u9fnlMO5BGD99dONIw0jRsCGG8Jbb8GDD8LBB6cdkYhI1WtuAvDnZpxjQCn6au0HvOnub5fgWrWjXqsAANq2hS98AcaMgSuvVAIgIlICzUkATip7FGs6BritgWO7mdlEYBbwPXd/pXJhpayeqwAARo+OYYEfeiimCd5hh7QjEhGpak0mAO5+UyUCAUhGEzwUOK/I4QnAJu6+yMxGEwMPDWvgOqcR8xMwaNCgMkVbYfVcBQAx+uHo0XDXXfDLX8Itt6QdkYhIVWvpbIDldhAwwd3fLzzg7h+7+6Jk+wGgvZn1KXYRdx/j7sPdfXjfvn3LG3ElLF0K8+dHUXj37mlHk56jjop7cPvtMH162tGIiFS1rCUAx9JA8b+Z9U+GJcbMRhCxz6tgbOnJTQPcqxe0ydqfrIL694/RAVeuhF//Ou1oRESqWma+TcysCzASuCtv3xlmdkby8EhgUtIG4ArgGPc6GSC+3uv/8x1zTKyvvTbmRxARkXWSmQTA3Ze4+/ruviBv3zXufk2yfZW7b+PuO7j7Z939H+lFW2G5HgD1Wv+fb+jQ6Ba4ZAlcfXXa0YiIVK3MJADSCJUArOnYY2N9xRWwcGG6sYiIVCklANVACcCadtgBttkmqgCuvDLtaEREqpISgGpQz4MAFWMGJyXDU1x6KSxY0Pj5IiKyFiUA1UAlAGvbeecoCZg/Hy6/PO1oRESqjhKAaqAEYG1mcOKJsX3ZZZEIiIhIsykBqAb1PgpgQ3bcMUoCFiyIJEBERJpNCUDWua9OAHr1SjeWLMqVAvzv/8LcuamGIiJSTZQAZN38+bB8OXTtCp06pR1N9my3Hey6KyxaBBdfnHY0IiJVQwlA1qn+v2mnnx5DJF9zDbz+etrRiIhUBSUAWacugE0bMgQOOghWrIBzz007GhGRqqAEIOtUAtA8J50UVSR33w1PP512NCIimacEIOuUADTP+uvD0UfH9ve+F40nRUSkQUoAsk4TATXf0UdHojR2LNx6a9rRiIhkmhKArFMXwObr3BlOPTW2v/99DREsItIIJQBZpyqAlhk1KiYKeu89uOiitKMREcksJQBZp14ALdOmDXznO7G+8kp4+eW0IxIRySQlAFmnYYBbbrPN4LDDYOVKOOssNQgUESlCCUCWLVsGH34Yv2Z79Eg7mupy8snRbuLpp+Hmm9OORkQkc5QAZNn778e6Vy9o2zbdWKpNt25wxhmx/d3vri5JERERQAlAtqkBYOuMHAkjRsR8Ct/8ZtrRiIhkihKALFMC0DpmcPbZ0KUL/OUv8Oc/px2RiEhmKAHIslmzYq0EYN316xeTBUE0CPzgg3TjERHJCCUAWTZzZqw32CDdOKrdIYfAjjvCnDnqFSAiklACkGW5BKBv33TjqHZt2sT8AJ07w513wk03pR2RiEjqlABkmRKA0hk4EL71rdj+5jfh9dfTjUdEJGVKALJMCUBpHXAA7LsvLF4MX/kKLF+edkQiIqlRApBV7jBjRmwrASgNsxgToH9/GD8ezj8/7YhERFKjBCCrPvoIliyJeuuuXdOOpnZ06xZf/G3bwqWXRvdAEZE6pAQgq/KL/83SjaXWbLstnHZabJ9wAkyalG48IiIpUAKQVeoCWF5HHQX77RftAQ4/PEYLFBGpI0oAsiqXAPTpk24ctcosugZuthm8+WY0ClyxIu2oREQqRglAVqkBYPl16gQ//WnMtPjgg3DmmRokSETqhhKArFIXwMro3x8uuQQ6dIDf/x4uuijtiEREKkIJQFapDUDlbLcdXHBBjBh48cVwzTVpRyQiUnZKALJKJQCVtfvuMXMgxHwBt96abjwiImWWqQTAzKab2ctm9qKZjSty3MzsCjObamYvmdnOacRZdhoEKB0HHwxf/zqsWgXHH685A0SkprVLO4Ai9nH3huZsPQgYliy7Ar9N1rXl449h0aJopNatW9rR1Jfjjov1ddfBSSdFz4Cvfz3dmEREyiBTJQDNcBhws4fngfXMbMO0gyo5DQKUruOOi4GC3OGUU+Cyy9Q7QERqTtYSAAceNrPxZnZakeMDgRl5j2cm+9ZgZqeZ2TgzGzd37twyhVpGqv9P37HHRrdAgHPOgf/4D40TICI1JWsJwO7uvjNR1H+Wme1ZcLzYz+G1fpq5+xh3H+7uw/tW45eoEoBsOOoo+PGPoX17uPrqGDFw0aK0oxIRKYlMJQDuPitZzwHuBkYUnDIT2Djv8UbArMpEV0FqAJgd++0Hv/pVDBZ0//3w2c/Ca6+lHZWISKtlJgEws65m1j23DYwCCmdpuQf4WtIb4LPAAnefXeFQy08lANmy3XZRAjBoELzyCgwfDrffnnZUIiKtkpkEAOgHPGNmE4GxwP3u/qCZnWFmZyTnPABMA6YCvwfOTCfUMlMCkD0bbRQDBO27b0wgdOyxcMYZsS0iUoUy0w3Q3acBOxTZf03etgNnVTKuVCgByKbOnaNNwPbbR4nA734Hjz0W4wV87nNpRyci0iJZKgGQHCUA2WUGhx0Gv/kNbLopTJ0Ke+wB554Ln3ySdnQiIs2mBCBrFi6EBQticpoePdKORhqy2Wbw299GVQDAf/83bLttzCooIlIFlABkTf4kQBoEKNs6dIgBg664IkoDpk2Dgw6CL38ZZtVe5xQRqS1KALJGxf/VZ5ttoj3AGWfE8M1/+hNsuSVceSWsXJl2dCIiRSkByJpcAtCnT7pxSMu0awdHHw033hgNAhcuhG99C3bdFZ5/Pu3oRETWogQgazQIUHXr1w9+9jP46U+jGmf8eNhtN/ja11QtICKZogQga955J9YbbJBuHNI6n/98lAZ85SsxlPAf/gBbbBGNBZctSzs6ERElAJnz5puxHjAg3Tik9Tp3hlNPhRtugN13j3kEzj03egvce69mGBSRVCkByBolALVn4EC45BL45S9hk01i7IBDD40eA5pXQERSogQgS5Yti0aAbdpEXbLUluHD4dpr4ayzoFs3eOihmGfg7LPho4/Sjk5E6owSgCx5660oFu7fP1qVS+1p1w6OPDLaBBxySHQT/PWvYfPNIzlQt0ERqRAlAFmSK/7fcMN045DyW289OOecGD9gu+1g7txoLzBiBDz7bNrRiUgdUAKQJar/rz/DhsHll8N//md0/ZwwIXoQfOUrq8eEEBEpAyUAWaIEoD6ZxTTDN90Exx8fQwzfdlt0G7zkEk0yJCJloQQgS5QA1LfOneHkkyMR2HNPWLIkSgY22wx+/3tYsSLtCEWkhigByBIlAALRCPQnP4HLLosqglmzYtKhbbeFu+7S+AEiUhJKALJi1aroBQBKACTstBNcc02UAgwYAFOmwJe+FEMLP/FE2tGJSJVTApAV774b4wD06gVduqQdjWRFmzbRPuDGG2NyoV694J//hH32gVGj1GNARNaZEoCsUPG/NKZ9ezjiCLj1VjjppEgSH3kkegzstx88+WTaEYpIlVECkBXTpsVaCYA0pnPnmFnwj3+MHgNdu8Ljj8Pee0fDwUcfVRsBEWkWJQBZoRIAaYmePaPHwO23w4knQvfu8PTTMHJkTDx0773RrkREpAFKALJCCYCsi27d4IQTYtyAU06BHj3guedisqEddoBbboFPP007ShHJICUAWaEEQFqja1f46lejRODMM6FPH5g0KaoJhg2Dq66KcQVERBJKALJCCYCUQufOcNRR0UbgBz+AjTeGt9+G//gPGDwYfvYzmD8/7ShFJAOUAGTB/PmxdOoU3bxEWqt9ezjoILjhhhhUaIstYsKhH/8YNtkkkoPZs9OOUkRSpAQgC/J//ZulG4vUlrZto3fAb38Ll14Kn/kMLFwIv/xllAicfjpMnZp2lCKSAiUAWaDifyk3s/jyv/TSSAb23DMaB44ZE6UDxxwD//pX2lGKSAUpAcgCJQBSSVtuGdUCN94Y1QRt2sAdd8DOO8OBB8agQhpLQKTmKQHIAiUAkoZBg6ItwB//GA0HO3eGhx6KQYU+9zn42980loBIDVMCkAW5OlglAJKGvn2j6+Btt8WgQj17wvPPw+GHw3bbwc03aywBkRqkBCBt7tFfG6JRlkhaevZcPajQWWdFYjB5cuzbbDO48kpYtCjtKEWkRJQApG3WLPjwwxjKtU+ftKMRiaqAI4+MiYd++MOoKnjnnZiNcMMN4Ywz1GBQpAYoAUjbyy/HetNN1QVQsqV9+2gUeMMN8NOfRnXAokXwu99Fg8FddoHf/16lAiJVSglA2l56KdabbppuHCINadMmph2+4gq4/nr40peixGrcODjttCgVOOWUmIlwxYq0oxWRZlICkLZcAjB0aLpxiDTHkCHwzW/Cn/4EP/rR6lKB666LmQgHDIgqgvvug8WL045WRBrRLu0AAMxsY+BmoD+wChjj7pcXnLM38DfgrWTXXe5+cSXjLAuVAEg16tgxvvBHjoy5Bh57DJ54AmbMiCqC3/0uztl7b9hnH9hrrxiIqH37tCMXkYR5Bgb8MLMNgQ3dfYKZdQfGA4e7++S8c/YGvufuh7Tk2sOHD/dx48aVNN6SWb48ZnFbuRLuvz8aX4lUK/cY0+LZZ6Mb4ZQpaw4o1KUL7Lgj7LTT6vU228QcGCJSMmY23t2HN3VeJkoA3H02MDvZXmhmrwIDgcmNPrHavfZa1JlutJG+/KX6mUV3wc02i66D8+fD+PEwcWIsM2bAP/4RS067drDVVrD99rHeeutYDx2q0gKRMstEApDPzAYDOwH/LHJ4NzObCMwiSgNeaeAapwGnAQwaNKg8gZaCiv+llvXqBfvvHwvARx/FoFdTp8Ibb0RpwYwZ0RMm1xsmp3172HzzNZOC3FqJgUhJZCoBMLNuwF+A77j7xwWHJwCbuPsiMxsN/BUYVuw67j4GGANRBVDGkFtHCYDUk/XWg+HDY8lZuhSmTYPp06MtQW557z145ZVY8nXsGNUHw4fDbrvBHnvEOAUi0mKZSQDMrD3x5X+ru99VeDw/IXD3B8zsN2bWx90/qGScJaUeAFLvOnWKX/Zbb73m/k8+idKB/KTgrbfg3Xfhn/+M5eqr49xNNoF994XRo6NRYs+elX8fIlUoEwmAmRlwHfCqu1/WwDn9gffd3c1sBNGFcV4Fwyw9lQCIFNe5c1QBbL75mvsXLYLXX4/2M7mqg7ffjsGKbrgh2hR8/vNw8MGxbLmlBtgSaUBWegF8HngaeJnoBgjwI2AQgLtfY2bfBL4BrAA+Ac52938UudwaMtsLYO5c2GCD+AV0//0x2IqItMzKlVEy8MIL0fNg0qQ1ZzAcMgSOOAK++MWoMtC/M6kDze0FkIkEoJwymwA8/jjst18UfeaKMkWkdRYuXJ0MjB0LCxasPta/f8xw+MUvxvgEakwoNaqqugHWJRX/i5Re9+7RHmDffaN0YPJkePrpWN57D665JpZeveDQQyMZGDlS3XClLikBSIsSAJHyats2hirebjv4xjei++HTT8NTT0W7gZtuiqVrVxg1Cg46KCY/2njjtCMXqQglAGlRDwCRyjGDYcNiOfnkmN44VzIwZQrcfXcsEGMN7LUX7LlndDMcOFANCaUmqQ1AGpYti65Ky5bBvfdCt25pRyRSv95/P7oVjh0LEyZEF8R8G2wQ0x/vtFP0KsglEuuvr8RAMkltALJs7Nj48h8yRF/+Imnr1y/aAxx6KHz6aZQIvPRSLK+8AnPmwIMPxpKvc+eYCnnDDSMZ6NZt7aVLl2hs2L59dFHMbbd0X7H9Sj6klZQApOGJJ2K9446phiEiBdq3h223jeUrX4nJjN57L4Yunjo1BiKaMQNmzYrpjqdNiyUNbdu2LKno2DEaP/buHcvAgTGK4qBBMX9Dr17pvA9JjRKANOQSgB12SDUMEWmC2epf+XvuueaxJUtg3rxYFi2KqoPCZenS6I2wYsXa62L7mnNObju3LFtWmvc6YEDMzrjjjjFmwm67RddJqVlKACpt2bLVs6EpARCpXl26xJJGrwH3GPCoqSQhf/3ppzFOwscfxzJ3blRvvP/+6lKNWbPgkUdWv87QoTGZ08iR0bVSpQQ1RQlApY0dG78KhgyJyVFERFrKLKoA2raNov3WWrkyqjreeivaQLzySgy3/OabsfzudzGK4l57xciKRxwR05hLVVMCUGmq/xeRrGnbNtoEDBwYcylAJAVvvAHjxsUyaRL8/e+xfOtbMGJEDKR0xBFrz9kgVUEJQKU9+WSsVfwvIlnWtm10e9xySzjuuKg+eP75GDth7NjVy7nnxmBLRx0Vy5Zbph25NJPGAaikZcuiDu2TT2LQEVUBiEg1Wro05lx4+ml47rloBJmjZCB1Ggcgi154Ib78Vf8vItWsU6cYJXGPPaJx4fjxUbr5zDOrp2m+4AIlAxmnBKCSVP8vIrWmfXv47GdjOftsJQNVRFUAlbT//vDYY3DRRdGaVkSkVhWWDORXE2y77epkYKut0ouxRjW3CkAJQKWo/l9E6lVjycA226xOBrbeOr0Ya4gSgERmEoD774dDDonpf6+7Lu1oRETS0VgysPXWcPTRcPzx0VZK1klzE4A2lQhGiHnHAfbbL904RETSlGsz8MMfwl13wS9+AQceCN27w+TJcOGF8UNpzz3jx9LixWlHXLNUAlAJ8+fHWOLLl8Mdd0DfvunGIyKSNZ9+GtMxP/podC/MzXHQowd87WtwxhlRXSBNUglAltx5Z3yYd95ZX/4iIsW0bw+77grnnx8lAz/8YXzhf/wxXHVVNBw88EB4/PGYC0FaTQlAJdx8c6xHjUo3DhGRatClS3zZX3UVXHstHHpojD3w0ENRjTpiBNxzjxKBVlICUG5vvBGz/+UGzhARkeYbOhS++124/XY46STo2TPmJjjssGhL8MgjSgTWkRKAcsv9+t9rL+jcOd1YRESqVc+e0RbgjjvgrLOiW/XYsVGyOmpUzGAoLaIEoJxWrYI//CG2Dzgg3VhERGpBx45w5JFw661w6qnQrVs0HNxhh5ilcP78tCOsGkoAyumxx+Dtt6FfP83+JyJSSp07w1e+ArfcEm0E3OHKK2HYMPjtb2M6Y2mUEoByWbkSfvCD2D7kEGijWy0iUnI9e0YbgTFjYp6VefPgzDOj11Vu+nUpSt9K5XL99fDii/Hr/8gj045GRKS2DR0Kl10Wc6306wcvvQR77w3HHAMzZ6YdXSYpASiHjz6KvqwAp58ePQBERKS8zKLB9U03wYknQocO0Whwiy3gv/5r9eBCAigBKI+f/hTmzoXtt48MVEREKqdjRzjhhEgE9twTliyBH/0oBhN64IG0o8sMJQClNmUKXHFFZKJnnRVrERGpvP794Sc/gUsvhU02galT4eCD4QtfiP+r65wSgFJ6//1ojbpiBYweDZtvnnZEIiLymc/EiILf+EaMMnjffTHM8Kmn1nX7ACUApfLhhzByJLz+esxkdfrpaUckIiI57drBl78cY7McfHDsu/Za2Gwz+Pa3Yfr0VMNLgxKAUvj44xi3+uWXYeONo7ipe/e0oxIRkUK9e8P3vgc33BBttJYti2rbzTaDr341hhmuk6GFlQC01iOPxMQUL7wQU/7+6lcxRKWIiGTXxhvDhRdGKcDIkbHvj3+EXXaJgdt+/WuYMyfdGMssMwmAmR1oZlPMbKqZnVvkeEczuyM5/k8zG1z5KPNMmxb9+0eNisYkgwbFl7+m+xURqR5Dh0YPgVtugaOOgh49ojT37LOjEeHuu0cXwokTa250QfMMFHWYWVvgdWAkMBN4ATjW3SfnnXMmsL27n2FmxwBHuPvRTV17+PDhPm7cuNIE+vrrMU/1X/4SxUQQw1Eef3wkA+3bl+Z1REQkHZ9+Cs89Bw8+GP/Pf/rp6mPdu0eJ7667wtZbx/gCW2yRuSpfMxvv7sObPC8jCcBuwEXufkDy+DwAd/+vvHMeSs55zszaAe8Bfb2JN1CyBODJJ9fs09+pU/QvPeUU/eoXEalFS5bA+PGREEyYED29iunVK6qABwyAPn2iFKFnT+jaNQYj6tAB2raNEoQVK2D58hgw7sMPYxkxYvXgcSXQ3ASgXclesXUGAjPyHs8Edm3oHHdfYWYLgPWBDyoS4W67RT/SbbaBffeNeag1wp+ISO3q3j26dI8eHY8/+AAmTYqph6dPj8neZsyIGQjnz4fJkxu9XINWrSpZyC2RlQSg2Gg5hb/sm3NOnGh2GnBa8nCRmZVuxIe3387CSFJ9qFTiU/t0L0tH97J0dC9LJ/v38r77Sj1o3CbNOSkrCcBMYOO8xxsBsxo4Z2ZSBdAT+LDYxdx9DDCmDHFmgpmNa07xjjRN97J0dC9LR/eydHQvG5aVXgAvAMPMbIiZdQCOAe4pOOce4IRk+0jg8abq/0VERKS4TJQAJHX63wQeAtoC17v7K2Z2MTDO3e8BrgP+YGZTiV/+x6QXsYiISHXLRAIA4O4PAA8U7Lsgb3spcFSl48qomq3eSIHuZenoXpaO7mXp6F42IBPdAEVERKSystIGQERERCpICUCGtGY4ZDM7L9k/xcwOqGTcWbSu99LMBpvZJ2b2YrJcU+nYs6YZ93JPM5tgZivM7MiCYyeY2RvJckLhc+tNK+/lyrzPZWEj6brTjHt5tplNNrOXzOwxM9sk75g+lwDuriUDC9H48U1gU6ADMBHYuuCcM4Frku1jgDuS7a2T8zsCQ5LrtE37PVXpvRwMTEr7PWRlaea9HAxsD9wMHJm3vzcwLVn3SrZ7pf2eqvFeJscWpf0esrI0817uA3RJtr+R929cn8tkUQlAdowAprr7NHdfDtwOHFZwzmHATcn2n4H9zMyS/be7+zJ3fwuYmlyvXrXmXsqamryX7j7d3V8CCoczOwB4xN0/dPf5wCPAgZUIOqNacy9lTc25l3939yXJw+eJ8WVAn8t/UwKQHcWGQx7Y0DnuvgLIDYfcnOfWk9bcS4AhZvYvM3vSzPYod7AZ15rPlj6Xa2rt/ehkZuPM7HkzO7y0oVWdlt7LrwP/t47PrVmZ6QYorRoOudnDJNeJ1tzL2cAgd59nZp8B/mpm27j7x6UOskq05rOlz+WaWns/Brn7LDPbFHjczF529zdLFFu1acnQ8McBw4G9WvrcWqcSgOxoyXDIFAyH3Jzn1pN1vpdJNco8AHcfT9Qzbl72iLOrNZ8tfS7X1Kr74e6zkvU04Algp1IGV2WadS/NbH/gfOBQd1/WkufWAyUA2dGa4ZDvAY5JWrYPAYYBYysUdxat8700s75m1hYg+aU1jGgkVK+acy8b8hAwysx6mVkvYFSyr16t871M7mHHZLsPsDuwjlPP1YQm76WZ7QT8jvjyn5N3SJ/LnLRbIWpZvQCjgdeJX53nJ/suJj7AAJ2APxGN/MYCm+Y99/zkeVOAg9J+L2kv63ovgS8BrxCtiicAX0j7vaS9NONe7kL8qloMzANeyXvuyck9ngqclPZ7SXtZ13sJfA54Oflcvgx8Pe33kvbSjHv5KPA+8GKy3JP3XH0u3TUSoIiISD1SFYCIiEgdUgIgIiJSh5QAiIiI1CElACIiInVICYCIiEgdUgIgkhIzO9HM3Mw2SzuWljCz6WZ2Ywqve2Nyv3LLkmTmvJNbcc3vmNkXSxmnSLXQUMAi0lJHAGkNjTwXODTZ7gd8G7jOzD529z+vw/W+AzwD3FWi+ESqhhIAkTqWzIDY3mNGtWZx93+VMaSmLHf353MPzOwxYmKXU4hZHUWkmVQFIJJxZraXmT1mZgvNbLGZPWRm2xacM8rMHjCz2UnR+CQzOyc3rHHeedPN7BYzO9nMXgOWAweb2eCkWP10M7s4uc5HZnavmW1U5Bo35j3OVWV81sxuNbOPzWyWmV1hZp0KnrtpEucSM5tjZr8ys9OS5w9u6b1x90XEaHCDCl5nFzP7s5nNNLNPzGyKmf3czDrnvw9gE+CredUK+e9rBzO7x8zmJ9d4VrNDSi1RCYBIhpnZwcDfgPuB45LdPwSeNrPt3T03remmwGPAlcBSYvazi4C+wLkFl90H2BH4CTAHmJ537DzgH8RQqRsAvwJuZfVMao35A3Ab8EVgt+T15wMXJu+lAzH3eifgzOS1TyHmYlgnSYKzMTC+4NAgYvjXG4GFwDbABcR9OiY55wjgAWJ43YuSfXOT6+4MPA38CzgVWAKcATxqZp/zmChKpLqlPRaxFi31ugAnEtOQbtbIOVOBxwr29QA+AP63gecYkdyfT3wBt8k7Np34Mutf8JzBSSxPFuz/XrJ/QO13rAcAAANuSURBVME1bizyPn5S8Nz7gNfzHp+WnDeiINaJyf7BTdyvG4lx8tslywDgKmLc/F0beV7ufhwHrALWL3gvtxR5zmPAq0CHvH1tk31/Tfuzo0VLKRaVAIhklJkNA4YCP0+mLM5ZAjwH7Jl37obEr9gDiS/G/PM3AN7Le/y8u+c/znd/weOXk/Ugmp4ytdhz9897/FngHXf/90yV7u5m9hdg+yaunTMQ+DTvsQPHuvs/808ysx5EAnQkUULQPu/wMGKinaKSaoK9gJ8Dqwru/aPAV5sZq0imKQEQya4NkvV1yVLoHQAza0NMhTqASAJeAz4BDie+BDsVPG92I6/5YcHj3Bzqhddo7nM75j3ekCj2L/R+M66dMwc4mGi/NBS4BLjezCa6+2t5591AJB8XEFUBi4ERwNU0/V56E7/2/zNZ1mJmbdx9VQviFskcJQAi2ZX7lXoe8cuzUK7l/lCizv94d78ld9DMvtDAddOaAnQ2sHWR/f1acI1P3X1csj3WzCYALxFtFQ4GSBoeHgZc5O6X555oZts18zU+IqoKrgZuLnaCvvylFigBEMmuKUQd9Tbu/otGzuuSrP9dNG5m7cleUfXzwElmNiJXDZB0Q/zSul7Q3aeY2dXAd81sF3d/gSh1aMuaVQUQbRUKLQM65+9w98Vm9jSwAzBBX/ZSq5QAiKTvQDMrrJNf4O6PmNlZwN+SFvR3Eo3/+gGfI+rTLyMapr0N/MzMVhJffN+tXPjNdiPRg+EuMzufaHF/CtArOb6uX7S/IBoYXgB8wd0XmNnzwDlmNpu4ZycT7QcKTQb2MLNDiHYSH7j7dOBs4CngITO7jii96APsDLR198KeFSJVR+MAiKTvSuBPBcuvAdz9AaKxX1fgWuAh4H+A/kRDQDwG8Tmc+AK7mSi6for4YsyMJM5RRJH9NcBNxCA+VyenLFjH684BrgAOMbOdkt3HEl0DryYSj/eIUQMLnUeUtNwJvEDSHdDdJwC7ENUwVwAPA5cD2xH3VqTqmXta1YEiImBm9wFbufvQtGMRqSeqAhCRijGzs4FFwBtAd+AoovHeN9KMS6QeKQEQkUpaRrRPGEQ01JsCnOLuxbo5ikgZqQpARESkDqkRoIiISB1SAiAiIlKHlACIiIjUISUAIiIidUgJgIiISB1SAiAiIlKH/h97JFA+bhaG/AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create the learning rate\n",
    "learning_rate = {'learning_rate': hp.loguniform('learning_rate', np.log(0.005), np.log(0.2))}\n",
    "\n",
    "learning_rate_dist = []\n",
    "\n",
    "# Draw 10000 samples from the learning rate domain\n",
    "for _ in range(10000):\n",
    "    learning_rate_dist.append(sample(learning_rate)['learning_rate'])\n",
    "    \n",
    "plt.figure(figsize = (8, 6))\n",
    "sns.kdeplot(learning_rate_dist, color = 'red', linewidth = 2, shade = True);\n",
    "plt.title('Learning Rate Distribution', size = 18); \n",
    "plt.xlabel('Learning Rate', size = 16); plt.ylabel('Density', size = 16);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "random_params = pd.read_csv('results/random_params.csv')\n",
    "bayes_params = pd.read_csv('results/bayes_params.csv')\n",
    "bayes_params = bayes_params[bayes_params['iteration'] <= 500]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "best_random_params = random_params.iloc[random_params['loss'].idxmin(), :].copy()\n",
    "best_bayes_params = bayes_params.iloc[bayes_params['loss'].idxmin(), :].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (20, 8))\n",
    "plt.rcParams['font.size'] = 18\n",
    "\n",
    "# Density plots of the learning rate distributions \n",
    "sns.kdeplot(learning_rate_dist, label = 'Sampling Distribution', linewidth = 4)\n",
    "sns.kdeplot(random_params['learning_rate'], label = 'Random Search', linewidth = 4)\n",
    "sns.kdeplot(bayes_params['learning_rate'], label = 'Bayes Optimization', linewidth = 4)\n",
    "plt.vlines([best_random_params['learning_rate'], best_bayes_params['learning_rate']],\n",
    "           ymin = 0.0, ymax = 50.0, linestyles = '--', linewidth = 4, colors = ['orange', 'green'])\n",
    "plt.legend()\n",
    "plt.xlabel('Learning Rate'); plt.ylabel('Density'); plt.title('Learning Rate Distribution');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QejyMElxeNd5vW9WfabqnTS/lKsgxlA3m8Zn5v8NGiogtozwvcGhEfK62Jz2aEs2uRrmq2OV7gwmZeT0lUFuDZbttfHodnpB1qQ4Y1qPQ0+rwuCH5Rw9Mf9APOtIurcMrM/P/evI72/Z2ycxfU5razac0WzyTsuHfh9Is8dsR8V8Doz23Dr86ZJrnU3aKj42Itdt5tf3uq6K8A+So1jJrHhQd9gzPaZl562BiRGxSx11MOahNRNd68BfK7X4odwsn6vuU9fcY4FjK7fmbgF2A/xqcH/SsJ3V9O7b+215PmnGOz/LA7aCjO8ZZUIf7RsRrovRQOdOWm7+UJoKw/Lz9+zo8aXCEukw617Xplpk3UwL4+wGvbNKjPAfSPPf16SGjn5OZV3akN8v2Ka322jtQ7l78NDMXDZnema2ympyJbo8ARMT2UZ4RPSIivlD3UfvV7K591Cfr8F8G0pv/B9eZ3n0o3cu+2YY/HBEvi4j1h4w7nok89zqKk+s2OqhZ75/WkTcV52fmDe2ELJ0YLaz/ntYxzoSPjQM+CLyCcmfklV373Smcj0zUZI4ZbRPZL4/iNsa2sWMox+GfUe5gvZcy39qeQAkYLsvMnw5OLDN/TrkQuhZ1/a/7zafUIl2/+3bGjh1dx70TojznNtM9VS+o55KDuubv4yktmf4vM5fr+jszv0+5sDYbjq/ftUtEbNgkRsSOwDaU49Qvhox7wmBCXQ+Pr/+2t/9mv9fV/TmZeQXlIsxDhz2j1ljVuxxv3qWxGvBQygnUpsCXI+Lv6waxjIj4ALAv5eR+mPsNSf/dkPRbgQdSNtbGZnW4cMg4w9Kb8a4Ykn/5QLlBXXW8rSevnb/WkPxOdQU/s36aHdTTKAeKJwHvjohv5lgPS/Pq8Fsxfr8TD6RcaSMiXkq5SrZhT/lhy2xYD0LNw/JXDDlw9+lbD2CC87Hq6uL4fpQDye6UK457tLIns56MOs6DI2L1LL0g/jgiDqL0SnkMkBFxEeVq54mZ+ZO+HzVJXfN32LxtflNX0NGXPhMOB/YC3ggcWdOeQ7kKdkYO7zFwWB2vodzBXpuyPVzL2DbUPIDcZ+PRqq0OE9oeayDyZUoTvWG69lHHUPaXr4mIfTNzcZQOAJ5LecZtsAv8eXV44Tj70PayP4ZyQvhaSrB1V0T8knJH8riuE68hmpO6B/WWGtOUu5tyF37QsPV+YR1O9wtyxzv+9R07J7xPj4jXU841rgb+MTNv6ygzlfORiZqJc4upHPM6u7OuHQH8mBKwXJOZTQc749Ufym94TKtsc152B/V8Ysg47elDWSaPpGyHzwUWR8TPKIH1MZl5TU8dJmMi5xTjHfOavPtPtVLjqfurLwD/Stm/fLxmDbvo0zaR7X9eHTYXFPpsTDl2dlrVg6bB9zQ9irKxPYFyIHp7u3BE7ERpu3sL5RmEHwN/yMwlNf9s4MkMv6LWdXV+POOd2Awa9WresOn21XEy9R9Zlvcp/Cginkm5QrIZ5X0mTdDU3Bn9JuNfCVkKEBEPpVx5WBv4L8rViSuB2zIzI+KDlOZPw+bbcoHzYLXHye8yo/OxkZm3RMQ7KTvt10XEOzNzoleQ2r9vvHUru/7OzHdHxJGUJkM7Ui5OvAl4U0Qcm5mvnWCd+ivRfRdssqb76vhQmfnrKD3o/X1EPKleLHhjzf5U36ijTL4Om23ockp79j7njzBdjWic7fFDlIDpN5RmbAuAP2XmX6L0jre0Z5pfpKwnuwKfA/6Zspw/m8u/o6ZZ/sdTmnWOUu+7gd0j4iOU5zvmU66+Px54R0S8PzP3H2FSzRXjh0XERkOujLc1Pb1e2PE7YPh6H+PkT9Z4+5Vp2+9ExDMoJ4x/Bl6YHV1NT8P5yEzpnO/TvF8e/uWZ59fjzTso53DNfm4i86H5DZMZh8z8fUQ8mfIy6+dRLgb/HeX4958RsXNmfnsC0x7PdM/b2VxnPklZTv8MfDxKT80vpVwo6WvFM5Htv9nv/YByMalP77uwVvWgaRmZeVGULpC/Cbw5Ig7PzMtaRXaqw/dk95vKp7PrzOaqxrwh+cPSf0e5rfkwoKuJ4cPqcLqvdEybzLytXpV5Gcte8byacvXmE5n5wxEn9wJKwPTVzNyvI3+yy6y5yvFXEbHGJO42zZbmKljTTKPpsnoR5eXBD6P7ClrXevK7gbxBzXvNrs3l3721kNLpyWFRLnH/AyWAfU1EHF+bBMyFRZR6b0n3NjHb3W8fTgkq3xgRi4DnU+4Qfb1nnC2HpG8KrElpctxcqW+6ef6/rqu0mnHDtsfm2LJLZl44MM54+6jDKUHTGyPiWOD1lDtZR3WUvZryjNT+A8e2cWXmbynPM36ktgrYidIkd7+IOCEzLxpnEhdQtrfNKL3Nfby/OK+qw28NyR+23jfpw+4MrNDqxduvUtaRV2Tmr4YUnc3zEZjcMWOuNNvZNq208Y5f7bzmN1xPuWCxFmW97bqj0/m7a5D4k/pp7jS/i3IX6rNMrknidGiW3bDtB2bxuJeZl0XE94DnReni/CmUx1WObi4ADDGR7b857n0+Myf6OMUyVvVnmpaTmadSrtisQbmK09Y8j7Hc+yXq3ZHpbM7StC3fJbrbUbyqIw3qBkrpKa9Lc1X/zCH5M27I7xnU7PDbO6mmTfROjK5vmW1EOXmfsMz8A6X987qUXvRWVO0DZ/vZrPHWk9fUYXs9acZ5ZX3WZtBI61YWP2DsuYq/bWXfUYezdUGnuQo52P6diFiD8qDybPo65eD7Csodh/tQ7hj0BeVPie53KzXPRp3dulL/v5T14GkRMWozKU2fYdvj0P0U5Q7SUDWYOYPSQuK/KO8X/FZ2vwdpMvvQru+8MzO/TNknBCO8RLReSDm4/rt/RAxrxkW9ePl4yjOjhw8pttOQZ0Wa9X6w6e9s71smrG6T36Y0Jd87M7ueA2pM9nxksvNhMseMudJsZ+1t7HxKc8mtImK55zUj4nGUY9EdlF79mtYvZ9ciy/3u+mxic+wY77h3C6V3t6XAQyKivXxmc938OWW7ekT9zcuIiOcwC03zBhxRh29irEfKz4wzzi6DCfXcsklvb//Tst8Dg6Zh/rMOd4vWi+QovXkA7BmtFwrWMn3NZybjZMptxMdQnge5R5QXEHa+hJBydfFW4DkR8bqB8XalNHdbQn9b0Zn2xvrA6nIv2o3y4rn/ouy87mLZB/eOogRR/xwR+0bEcu2gI+JJsezLf5tl9vJ627cptx7lak/fc07jeV8dHhYRyzx0HMWzu+o4W+qVrf+u/17K2LyA0tPdXZRmQs8ZGO8/KN3LXkfpnKDRvA/oUZSTnmiNsyPl9nrSuoIc5YWAfzcYKEfEBox1wtB+bqy5OvSo0X/plHyS2rNTtF50XOv7fmb5TlMNjo6k9Mq0N6XZxZG9I5UD7eHRejFjRDyaEnRBWdbN9G+jdLyyLvCNiPjrwYlFeYHnv0TrwVxN3TjbY/P3mwbGeRZjL4Tt0wQW76zDYfv3gylNvg6MiDcMXvyIiNUi4hntfUKUDly27fg9m1P2EzD82c9Bn6CcXD6A0hHT9h3fvzdjHVy8uatpWrUF8L6B/dCLKCdGS1n+pGu29y0TUk/Av0G5c3Fwlhf89pns+chk58NkjhmzLsozTU3nOac26fUZ9WadOLxeNG3GuT9j8+wLmXlTa5Ifq8N/j/pS2jrOfSjb00MovVh+v5X3jrp9DHo25a7VLZSOYRqztm7WY8DR9d9P1P0ScE/Q/tGZrkOH71LuDu5MaUX1wyGdjrU9OyIGA9l/p1zAuYZlzx2bdy/uFBEfjIGXhUMJmjumt7wcp3u9lfHDaF0Af7eWObKV9nDGXjZ4JaXXlO9Snns5k3IVd7npMn4Xn0195g2kN+++ScqLu45n7KVjzTs/FnZM72WMvXT2fMpOrHkHwZ10dJE9rA41bz493YIy1gXs7iPO/+adNElZub9T6/h9xl6ieBfwlo5xH8vYu4KuBU6nPEB9JmMv4v1yq/wajHWFejPloPRVys79Wsa6UT1w4HsO7ErvqE/zYtSkPIdwPOWqRt/LbTvn03jryTjrTvtFhcfUedl0YX4LrXcntcZ9K2MvKjyrLoOmG/XbgGd2jPNUln257fG13sNebtu8hPlayrZyHOVKajON/2HZrvYfwlh3qD8BvkAJbl/UKpPUfkQGvqszvebNY/j20n657Y/qb7qYsu017+E4smu607W/GSi/CWPbb2cXqbVc0+X4yZTt6BpKG/DvMv7LbT/H2P5gASUg/hblBdDNd28+2d+8qn4muz1SrlY3+5GfUw7yzb7+oL51u46/OmP7xcvoeccW5f1Ozcs8r651PZFy/Gr2vx9qlT+lpl1FOQk9jvJsQPMy3BMnOI/WZ6wr5KQ86/Tl+j2/r2m3A3sMGf/oWubTdT1v9kNnMfay2X/pGO+trfl/MmW/8llqN+KM363z0UPqc8aw7Zsh+x26X27bvPR9KaUnuqOHfJoXnk72fORFNX0J5VGEZj5sM6xuA/NwoseMSe2Xe9afpn63DsyXL1PuEDXrwFks//7FwZfbfp1yPtBsm6O83PY0yvrWvLz4jyz/ctubaj0upKxrx1PetdXU7U2ztG4eSPf5zQat5XZ9/c5T6jz5GWPvBVvuvGGCy2giy7V5V2UCL+8pN/hy25/V+ftLxtbrrvXw4cAltcwNjL3I/seMvVrk9HHrOZkZcm//MFrQ1Lzz5w5aL4CsM7654n475eTqQMrVgzO6pjssvaM+8zryHk85mbmZslM6l9JcY17fSkm56vNlSu+Af6GctJ5Mx0vERqhDswGcMWTco5lY0HRfyoN+R1Da9C+q8/lWSpv5z9Dx/oDW+PendMN7HmUns6Su9GdS2gxvNVB+A+CQusEsoQQ0n6O0UT6QKQRNteyOlJ3vH+rv+H2tyz50v5Sxcz6Nt56Ms9wGP7dRHio/lI4X+w4s21MpO8476rw5mtab5DvG2YqyQ7+6jnMDJfB99pD18MOUE8BrKCcEv6cES3vRevnvwPz8MWMHnmWWQ/MbO8ab9MGZ0tz1PEqzhT/VebJtXc8S+OCoy6RnGU1kuTaB/nLvK2uVaYKmwym9fx5H2c6XUA7Wb6bnvS6UDgm+xlgvezdQDqSfo3TacZ9R6+tnuWU94e2REsz8hBLQ/JlyAviaHGfdbo1/XC03/gsay/NuH6ZcjLu1rveXU4Kht9F6lxTlIfaP1+3j2roNX025YLXLZNcTygPyX6YEY0so+/JfUe7GbdEz3tH1d+5OeTn19+q+YjElUHjhkPFWq9vzRYxdjLznmMfcB027073uDH7mtcaZ8PlIHe+NlH3M4tZ05w+rW0fdRz5m0LPuDps/46w38+meL3dR9mFnUHpfW33I+GtR7t7+nLJdLqaccO9L64WoHeO9jPIOyZso28DllH3vcu+7ozTlO4ayzd9Yv+NSyvredQFzptbNAxlyHkNpZXMIZftbStl3/TelW/ZL63jLvZdzgstoIsv1cXWca4Ytu1quCZq2o7wH7WzKPuwWynnIdj3jrk8Jzs5pLcerKfuNAxh4313XJ+qEJEkDIuI0ysnszpnZ+Y6HGfjOR1OCnoWUCwCdPSPVZkyHAUdk5t6zUTetmKJ0WX4NpeOPh2bmdXNcpRkTpcvg1wKvy8yj57Y20solyisLLqMElPcfdvyZge/9CKV58fsy84CecgsoNzW2z8wFw8rNFJ9pkrRKi4ht2u26a9rqEbEvJWC6ntKkcLY0B4zDZ+uApXu9f6XcwT9hZQ6YJE2PiNiu41njzShNQ+9DeQfbbAVMm1BantzB+B1AzKkVthcZSZolewJ7R8TPKbfq70vpgGVzyk789dnxouvpVDvSeDXw15S30V/J9Hcuo5VIRGxDuTK7OeUB88WMdU4jSX2+B9wRERdSmjVuTnkcZF1KM8HB3qOnXUTsR+kW/pmUxyg+mtP/4t9pZdAkaVV3KqUnridSem1cg/LsxnGUnfgvZ6EOj6a8X+dWyoPGb8vMxbPwvbr32gR4A+UZiAXAf2TmFXNbJUn3Eh+hPLv6t5TeLO8A/o/yfPahWbpIn2kvoTS1+z2ls413z8J3TonPNEmSJElSj3v9naaNNtoo582bN9fVkKRdwxjRAAAgAElEQVRV3vnnn399Zk7nS75XGh6rJGnuTeU4da8PmubNm8eCBbPegYYkaUBEXDnXdVhReaySpLk3leOUvedJkiRJUg+DJkmSJEnqYdAkSZIkST0MmiRJkiSph0GTJEmSJPUwaJIkSZKkHgZNkiRJktTDoEmSJEmSehg0SZIkSVIPgyZJkiRJ6mHQJEmSJEk9DJokSZIkqYdBkyRJkiT1MGiSJEmSpB6rz3UFJEnS9Iv3xlxXYdbkATnXVZC0kvNOkyRJkiT1MGiSJEmSpB4GTZIkSZLUw6BJkiRJknoYNEmSJElSD4MmSZIkSeph0CRJkiRJPQyaJEmSJKmHQZMkSZIk9TBokiRJkqQeBk2SJEmS1MOgSZIkSZJ6GDRJkiRJUo+RgqaI2CYivhQRF0XEzRGxOCIujohDImKTgbIHRkQO+fxbx7RXi4i31+ktiYirI+LgiFhvun6kJEmSJE3W6iOW2xzYBPg68DvgTuAxwF7ALhHxuMz848A4bweuH0g7v2PaHwPeWqd9MPCo+v+2EfGszLx7xDpKkiRJ0rQbKWjKzB8CPxxMj4ifACcBuwMfGcg+JTMX9k03Ih4NvAX4Wma+vJV+BfAJYBfg+FHqKEmSJEkzYarPNF1Zh/fvyoyI+0VEX2C2KxDAoQPpRwGLgVdPsX6SJEmSNCUTCpoiYu2I2CgiNo+IZwOfqVnf6Sj+K+BmYElEnB0Rz+sosz1wN3BuOzEzlwAX1HxJkiRJmjMTvdO0B3AdcDXwfWBD4NWZeVarzE3AkZRmdy8G3gVsCXw7InYfmN6mwPWZubTjuxYBG0XEmoMZEbFXRFwSEdddddVVE/wJkiTNPI9VkrTyGLUjiMYpwMXA+sC2wIuAjdsFMnOwqR0R8XngQuBjEXFyZt5as9YFugImgCWtMncMfMeRlMCM7bbbLif4GyRJmnEeqyRp5TGhoCkzf0fpPQ/glIj4KnBeRKyTmQf1jHdDRHwaOBB4CvCDmrUYeNCQ0dZulZEkSZKkOTGljiAy81fAL4A3jVB8YR1u1Eq7htIEb62O8ptRmu7d0ZEnSZIkSbNiqr3nAawDPGCEclvX4bWttPNqHZ7YLhgRawOPAxZMQ/0kSZIkadJGCpoi4iFD0ncE/gb4af1/9YjYoKPcQ4E3AjcAZ7eyTgQS2GdglD0pzzJ9aZT6SZIkSdJMGfWZpk9FxCbAjyjvZlobeALl5bN/Bt5Ry60PXBERpwAXATcC21B63Vsf2DUzb28mmpm/jogjgL0j4muUrssfBbwVOBNfbCtJkiRpjo0aNJ0AvBbYjdJbXlKCp88A/52ZTV+qtwNfBZ4EvIQSKF0PnA58JDPPZXn7UJ532gt4QS1/GLB/Zt498Z8kSZIkSdNnpKApM08CThqh3FLKXaWRZeZdwMH1I0mSJEkrlOnoCEKSJEmSVloGTZIkSZLUw6BJkiRJknoYNEmSJElSD4MmSZIkSeph0CRJkiRJPQyaJEmSJKmHQZMkSZIk9TBokiRJkqQeBk2SJEmS1MOgSZIkSZJ6GDRJkiRJUg+DJkmSJEnqYdAkSZIkST0MmiRJkiSph0GTJEmSJPUwaJIkSZKkHgZNkiRJktTDoEmSJEmSehg0SZIkSVIPgyZJkiRJ6mHQJEmSJEk9DJokSZIkqYdBkyRJkiT1MGiSJEmSpB4GTZIkSZLUw6BJkiRJknoYNEmSJElSj5GCpojYJiK+FBEXRcTNEbE4Ii6OiEMiYpMh5U+JiBsj4raIOCsinjFk2htExGERsSgilkTEbyLijRERU/1xkiRJkjRVq49YbnNgE+DrwO+AO4HHAHsBu0TE4zLzjwARsRVwdi3zEeBmYE/g+xHxvMw8vZloRKwJnAZsCxwGXAQ8D/gk8GDgwCn+PkmSJEmakpGCpsz8IfDDwfSI+AlwErA7JUACOAjYEHhCZl5Qyx0L/AY4IiIemZlZy+4BbA+8NTMPq2lHRcRXgXdHxBcy88pJ/TJJkiRJmgZTfaapCWjuDxAR6wEvAs5oAiaAzLwV+CzwCEqQ1HglsBg4amC6hwJrAP80xfpJkiRJ0pRMKGiKiLUjYqOI2Dwing18pmZ9pw7/FlgLOKdj9J/W4fZ1WqsBjwd+kZlLBsqeC9zNsgGWJEmSJM26id5p2gO4Drga+D6lGd6rM/Osmr9pHS7qGLdJ26wO7w+s01U2M5cCN7TKLiMi9oqISyLiuquuumqCP0GSpJnnsUqSVh4TDZpOAf4BeCnwPuAmYONW/rp1uLRj3CUDZfrKNuXX7crIzCMzc+vM3HiLLbYYseqSJM0ej1WStPIYtfc8ADLzd5Te8wBOqR02nBcR62TmQZTnk6A00Ru0dh0uHhh2lW3KLx6SJ0mSJEmzYkodQWTmr4BfAG+qSdfUYVezuiataY53I3B7V9mIWAt4IN3N/CRJkiRp1ky19zwozyU9oP79a0pzuyd3lNuhDhcAZObdwM+BbWuQ1PbEWrcF01A/SZIkSZq0kYKmiHjIkPQdgb+h9oxXuxY/FZgfEY9tlVuf0onEJZSe8RonUJ5b2mtg0vtQXo570ki/QpIkSZJmyKjPNH0qIjYBfkR5N9PawBOAXYA/A+9olX0X8EzgBxHxMeAWYE9KM7wXtF5sC+X9TK8DDomIecBFwPMpHU18IDOvmNzPkiRJkqTpMWrQdALwWmA3Sm95SQmePgP8d2be05dqZl4aEU8FPgTsC6xJaYb33Mw8vT3RzLwjIp4FfADYlfIc02XAW4AjpvC7JEmSJGlajBQ0ZeZJTKCpXGZeBLx4xLI3AXvXjyRJkiStUKajIwhJkiRJWmkZNEmSJElSD4MmSZIkSeph0CRJkiRJPQyaJEmSJKmHQZMkSZIk9TBokiRJkqQeBk2SJEmS1MOgSZIkSZJ6GDRJkiRJUg+DJkmSJEnqYdAkSZIkST0MmiRJkiSph0GTJEmSJPUwaJIkSZKkHgZNkiRJktTDoEmSJEmSehg0SZIkSVIPgyZJkiRJ6mHQJEmSJEk9DJokSZIkqYdBkyRJkiT1MGiSJEmSpB4GTZIkSZLUw6BJkiRJknoYNEmSJElSD4MmSZIkSeoxUtAUEY+IiPdFxE8j4rqI+HNEXBAR74mI9QbKHhgROeTzbx3TXi0i3h4RF0fEkoi4OiIOHpyuJEmSJM2F1Ucs93rgzcA3gS8BfwF2BD4AvCIidsjM2wfGeTtw/UDa+R3T/hjwVuDrwMHAo+r/20bEszLz7hHrKEmSJEnTbtSg6WTgoMy8uZX26Yi4BHgP8Abg8IFxTsnMhX0TjYhHA28BvpaZL2+lXwF8AtgFOH7EOkqSJEnStBupeV5mLhgImBon1uHfdI0XEfeLiL7AbFcggEMH0o8CFgOvHqV+kiRJkjRTptoRxOZ1eG1H3q+Am4ElEXF2RDyvo8z2wN3Aue3EzFwCXFDzJUmSJGnOTDpoioj7APsDd7JsE7qbgCMpze5eDLwL2BL4dkTsPjCZTYHrM3Npx1csAjaKiDU7vnuviLgkIq676qqrJvsTJEmaMR6rJGnlMeozTV0OBXYA3p2Z/69JzMzBpnZExOeBC4GPRcTJmXlrzVoX6AqYAJa0ytzRzsjMIymBGdttt11O4TdIkjQjPFZJ0spjUneaIuL9wN7AkZl50HjlM/MG4NPAhsBTWlmLgbWGjLZ2q4wkSZIkzYkJB00RcSCwH/AF4F8mMOrCOtyolXYNpQleV+C0GaXp3h0deZIkSZI0KyYUNEXEAcABwLHAHpk5keYGW9dhu9OI82odnjjwPWsDjwMWTKR+kiRJkjTdRg6aImJ/4EDgi8Drul46GxGrR8QGHekPBd4I3ACc3co6EUhgn4FR9qQ8y/SlUesnSZIkSTNhpI4gIuLNwHuBq4DTgVdGRLvItZl5GrA+cEVEnAJcBNwIbAPsUfN2zczbm5Ey89cRcQSwd0R8DfgO8CjgrcCZ+GJbSZIkSXNs1N7zmvclbQEc05F/JnAacDvwVeBJwEsogdL1lEDrI5l5bse4+1Ced9oLeEEtfxiwf9fdLEmSJEmaTSMFTZm5O7D7COWWUu4qjSwz7wIOrh9JkiRJWqFM+uW2kiRJkrQqMGiSJEmSpB4GTZIkSZLUw6BJkiRJknoYNEmSJElSD4MmSZIkSeph0CRJkiRJPQyaJEmSJKmHQZMkSZIk9TBokiRJkqQeBk2SJEmS1MOgSZIkSZJ6GDRJkiRJUg+DJkmSJEnqYdAkSZIkST0MmiRJkiSph0GTJEmSJPUwaJIkSZKkHgZNkiRJktTDoEmSJEmSehg0SZIkSVIPgyZJkiRJ6mHQJEmSJEk9DJokSZIkqYdBkyRJkiT1MGiSJEmSpB4GTZIkSZLUw6BJkiRJknqMFDRFxCMi4n0R8dOIuC4i/hwRF0TEeyJivY7y20TEKRFxY0TcFhFnRcQzhkx7g4g4LCIWRcSSiPhNRLwxImKqP06SJEmSpmr1Ecu9Hngz8E3gS8BfgB2BDwCviIgdMvN2gIjYCjgbuBP4CHAzsCfw/Yh4Xmae3kw0ItYETgO2BQ4DLgKeB3wSeDBw4BR/nyRJkiRNyahB08nAQZl5cyvt0xFxCfAe4A3A4TX9IGBD4AmZeQFARBwL/AY4IiIemZlZy+4BbA+8NTMPq2lHRcRXgXdHxBcy88rJ/jhJkiRJmqqRmudl5oKBgKlxYh3+DUBtqvci4IwmYKrj3wp8FngEJUhqvBJYDBw1MN1DgTWAfxqlfpIkSZI0U6baEcTmdXhtHf4tsBZwTkfZn9bh9gARsRrweOAXmblkoOy5wN0sG2BJkiRJ0qybdNAUEfcB9qc8u3R8Td60Dhd1jNKkbVaH9wfW6SqbmUuBG1plB797r4i4JCKuu+qqqyb3AyRJmkEeqyRp5TGVO02HAjsA+2fm/6tp69bh0o7ySwbK9JVtyq/blZGZR2bm1pm58RZbbDGxWkuSNAs8VknSymNSQVNEvB/YGzgyMw9qZS2uw7U6Rlt7oExf2ab84iF5kiRJkjQrJhw0RcSBwH7AF4B/Gci+pg67mtU1aU1zvBuB27vKRsRawAPpbuYnSZIkSbNmQkFTRBwAHAAcC+zR6jq88WtKc7snd4y+Qx0uAMjMu4GfA9vWIKntibVuCyZSP0mSJEmabiMHTRGxP+Vls18EXleDnmXUrsVPBeZHxGNb465PeSfTJZSe8RonUJ5b2mtgUvtQOpg4adT6SZIkSdJMGOnlthHxZuC9wFXA6cArI6Jd5NrMPK3+/S7gmcAPIuJjwC3AnpRmeC8YuDt1FPA64JCImAdcBDwfeCnwgcy8YnI/S5IkSZKmx0hBE2PvS9oCOKYj/0zgNIDMvDQingp8CNgXWJPSDO+5mXl6e6TMvCMingV8ANiV8hzTZcBbgCMm9lMkSZIkafqNFDRl5u7A7qNONDMvAl48YtmbKD3x7T3q9CVJkiRptkzlPU2SJEmStNIzaJIkSZKkHgZNkiRJktTDoEmSJEmSehg0SZIkSVIPgyZJkiRJ6mHQJEmSJEk9DJokSZIkqYdBkyRJkiT1MGiSJEmSpB4GTZIkSZLUw6BJkiRJknoYNEmSJElSD4MmSZIkSeph0CRJkiRJPVaf6wrcax0fc12D2fPKnOsaSJIkSXPGO02SJEmS1MOgSZIkSZJ6GDRJkiRJUg+faZLaVqVn1cDn1SRJkkbgnSZJkiRJ6mHQJEmSJEk9bJ4nadWwKjW9tNmlJEnTyjtNkiRJktTDoEmSJEmSehg0SZIkSVIPgyZJkiRJ6jFS0BQR74qIr0TE5RGREbGwp+zRtUzXZ6eO8mtFxPsi4oqIWBoRl0XEfhGxxhR+lyRJkiRNi1F7z/sg8Cfg58CGI46zW0fauR1pJwIvBj4PnAM8GXg/8HBg9xG/S5IkSZJmxKhB01aZeTlARFwIrD/eCJl53HhlIuL5lIDpkMx8R03+bETcBPxrRByZmWePWEdJkiRJmnYjNc9rAqaJiOJ+EdH3Ha+sw0MH0pv/Xz3R75UkSZKk6TSTHUHcXD+3R8RpEfGkjjLbA4sy8+p2Yv3/mpovSZIkSXNm1OZ5E/EH4GPA+cBtwGOBfYCzIuL5mXl6q+ymwG+HTGcRsPkM1E+SJEmSRjbtQVNm7juQdEpEHA9cAHwK2LqVty6wdMikltT85UTEXsA7gQ033njjqVVYkqQZ4LFKklYes/Kepsy8BDgJeHhEPKKVtRhYa8hoa9f8rukdmZlbZ+bGW2yxxfRWVpKkaeCxSpJWHrP5ctuFdbhRK+0aYLMh5TejNNGTJEmSpDkzm0FT0yzv2lbaecBmEfHQdsH6/6bAglmqmyRJkiR1mtagKSLWi4i1O9K3BXYGLsrMy1pZJ9ThPgOjNP9/aTrrJ0mSJEkTNVJHEBGxG7Bl/XdjYM2I2K/+f2VmfrH+vTXw3Yg4BbiEsd7zXg/cBezVnm5mfjsivkV5ke0GwDnAk4E3AMdl5v9M+pdJkiRJ0jQYtfe8NwBPH0h7fx2eCTRB0x+A04EdgVcB6wC/B04EDsrMizumvTOwH+VFtrtRnmPaH/jQiHWTJEmSpBkzUtCUmfNHLPcHSuAzssxcQgma9huvrCRJkiTNttnsCEKSJEmS7nUMmiRJkiSph0GTJEmSJPUwaJIkSZKkHgZNkiRJktTDoEmSJEmSehg0SZIkSVIPgyZJkiRJ6mHQJEmSJEk9DJokSZIkqYdBkyRJkiT1MGiSJEmSpB4GTZIkSZLUw6BJkiRJknoYNEmSJElSD4MmSZIkSeph0CRJkiRJPQyaJEmSJKmHQZMkSZIk9TBokiRJkqQeBk2SJEmS1MOgSZIkSZJ6GDRJkiRJUg+DJkmSJEnqYdAkSZIkST0MmiRJkiSph0GTJEmSJPUwaJIkSZKkHiMHTRHxroj4SkRcHhEZEQvHKf+kiDg9Iv4cEbdExPci4nFDym4aEcdGxHURcXtELIiInSf4WyRJkiRp2k3kTtMHgWcAlwE39hWMiB2AM4GHAfsDBwBbA2dFxGMGyj4A+B/gZcCngLcBtwInRcTrJlA/SZIkSZp2q0+g7FaZeTlARFwIrN9T9hPAHcDTMnNRHeck4CLgYODZrbL7UoKrF2XmqbXs54BzgI9GxFcy89YJ1FOSJEmSps3Id5qagGk8EfFwYHvgK03AVMdfBHwFeFZEPKQ1yiuBy5qAqZa9CzgMeADw/FHrKEmSJEnTbSY6gti+Ds/pyPspEMATACJiE2Czmt5Vtj09SZIkSZp1MxE0bVqHizrymrTNJlH2HhGxV0RcEhHXXXXVVZOuqCRJM8VjlSStPGYiaFq3Dpd25C0ZKDORsvfIzCMzc+vM3HiLLbaYdEUlSZopHqskaeUxE0HT4jpcqyNv7YEyEykrSZIkSbNuJoKma+pwuWZ1rbRFkygrSZIkSbNuJoKm8+rwyR15OwAJnA+Qmb+nBEU7DCkLsGC6KyhJkiRJo5r2oCkzL6UEOjtHRNPRA/XvnYEfZeYfWqOcAGwVEf/YKnsf4C3ATcB3pruOkiRJkjSqkV9uGxG7AVvWfzcG1oyI/er/V2bmF1vF3wb8GDgrIg6raW+hBGnvGJj0hyjB1PERcQjlztOulK7G98jMP0/g90iSJEnStBo5aALeADx9IO39dXgmcE/QlJlnR8R84AP1k8DZwM6Z+cv2BDLzhoh4KiV4ejOwPvBbYJfMPHEC9ZMkSZKkaTdy0JSZ8ycy4cw8B3jmiGUXAbtNZPqSJEmSNBtmoiMISZIkSVppGDRJkiRJUg+DJkmSJEnqYdAkSZIkST0MmiRJkiSph0GTJEmSJPUwaJIkSZKkHgZNkiRJktTDoEmSJEmSehg0SZIkSVIPgyZJkiRJ6mHQJEmSJEk9DJokSZIkqYdBkyRJkiT1MGiSJEmSpB4GTZIkSZLUw6BJkiRJknoYNEmSJElSD4MmSZIkSeph0CRJkiRJPQyaJEmSJKnH6nNdAUmSJI0u3htzXYVZkwfkXFdBAgyaJEmSpDlnMLxis3meJEmSJPUwaJIkSZKkHgZNkiRJktTDoEmSJEmSehg0SZIkSVKPGQmaIiKHfG7tKLtNRJwSETdGxG0RcVZEPGMm6iVJkiRJEzWTXY6fBRw5kPaX9j8RsRVwNnAn8BHgZmBP4PsR8bzMPH0G6ydJkiRJ45rJoOnyzDxunDIHARsCT8jMCwAi4ljgN8AREfHIzLz3deQuSZIkaaUxo880RcSaEbH+kLz1gBcBZzQBE0Bm3gp8FngEsP1M1k+SJEmSxjOTQdNOwGLgzxHxx4g4LCI2aOX/LbAWcE7HuD+tQ4MmSZIkSXNqpprnnQt8BbgUuB/wfGBv4OkR8ZR6N2nTWnZRx/hN2mZdE4+IvYB3AhtuvPHG01lvSZKmhccqSVp5zMidpsx8UmZ+NDNPycxjM3MX4D3AY4C31WLr1uHSjkksGSgzOP0jM3PrzNx4iy22mNa6S5I0HTxWSdLKYzbf0/TfwB3AC+r/i+twrY6yaw+UkSRJkqQ5MWtBU2b+BbgG2KgmXVOHXU3wmrSupnuSJEmSNGtmLWiKiLWBzYFra9KvKU3zntxRfIc6XDALVZMkSZKkoaY9aIqIBw7Jej+l44lT4Z6uxU8F5kfEY1vjrw/sAVxC6VBCkiRJkubMTPSet19E7AD8GLgKWJ/Se96OwM+Aw1pl3wU8E/hBRHwMuAXYk9I87wW+2FaSJEnSXJuJoOkM4K+B1wIPBO6i3DV6D3BIZjY945GZl0bEU4EPAfsCawI/B56bmafPQN0kSZIkaUKmPWjKzG8A35hA+YuAF093PSRJkiRpOsxml+OSJEmSdK9j0CRJkiRJPQyaJEmSJKmHQZMkSZIk9TBokiRJkqQeBk2SJEmS1MOgSZIkSZJ6GDRJkiRJUg+DJkmSJEnqYdAkSZIkST0MmiRJkiSph0GTJEmSJPUwaJIkSZKkHgZNkiRJktTDoEmSJEmSehg0SZIkSVIPgyZJkiRJ6mHQJEmSJEk9DJokSZIkqYdBkyRJkiT1MGiSJEmSpB4GTZIkSZLUw6BJkiRJknoYNEmSJElSD4MmSZIkSeph0CRJkiRJPQyaJEmSJKnHnAdNEbFaRLw9Ii6OiCURcXVEHBwR68113SRJkiRpzoMm4GPAIcBvgbcAXwHeCpwaEStC/SRJkiStwlafyy+PiEdTAqWvZebLW+lXAJ8AdgGOn6PqSZIkSdKc32naFQjg0IH0o4DFwKtnvUaSJEmS1DLXQdP2wN3Aue3EzFwCXFDzJUmSJGnOzHXQtClwfWYu7chbBGwUEWvOcp0kSZIk6R6RmXP35RGXAWtk5hYdeccCuwH3z8ybBvL2At4JbAisD/xmFqq7otgIuH6uK6Fp53JdOa1qy3XLzNx4riuxoliFj1Wr2nq/qnC5rpxWteU66ePUXAdNvwYelJkP7sg7CdgZWCsz75j1yq2gImJBZm431/XQ9HK5rpxcrloVud6vnFyuKyeX6+jmunneNZQmeGt15G1GabpnwCRJkiRpzsx10HRercMT24kRsTbwOGDBXFRKkiRJkhpzHTSdCCSwz0D6nsC6wJdmvUYrviPnugKaES7XlZPLVasi1/uVk8t15eRyHdGcPtMEEBGHAXsDXwe+AzwKeCvwv8AzMvPuOayeJEmSpFXcihA03Ydyp2kvYB6lB48Tgf0z89Y5rJokSZIkzX3QJEmSJEkrsrl+pkmSJEmSVmgGTdIsi4jPR8STevKfGBGfn806aeZExEYRsfVc10OSRuVxatXicWo0Bk0rsIi4PCJe1JP/woi4fDbrpGmxO7BVT/7DgNfOTlU0XSLiNRFx5EDaQcC1wMUR8b8Rcd+5qZ00MzxOrbR2x+PUSsfj1NQYNK3Y5gHr9+SvB2w5O1XRLFoP+MtcV0IT9s/A6s0/EbEd8B/AWcBRlPfR/evcVE2aMfPwOLUq8jh17+RxagpWH7+IVmAPBhbPdSU0vojYgnJy0XhkRDyto+gDgDcCl85GvTStHg58pfX/zsCfgGdn5h0RkcArgPfOReWkOeJx6l7C49QqwePUFBg0rWDqDmp+K+llEfHwjqIPAHYBLpiNemnKXgccQHmZcwLvqZ9BAdxdy+veZQPg5tb/zwROz8w76v8LgFfPeq2kaeZxaqXlcWrl53FqCgyaVjw7UnZaUHZaL6ufLpcCb5+NSmnKTgEWUg42n6e8gfucgTIJ3Aqcl5lXz2rtNB3+AGwNEBEbw/9v795j5CrrMI5/HyFylUuhAqZaWu4UIyikiVRpwcRykYIYLlHRBBGU4A0VQoC/ULkZiFGMmCgSTABTsUXCvQJSE42GoFAEpRSoIOWSAi2NRnj84z0b1u7uxM7Mzjlz9vkkk+057+zml8zpPPOeeS8cCPx0VPu2wBs11BXRb8mpdkpOtV9yqgfpNDXPVcC1lDetlZSNf5ds9BwD62y/PNjSolu2HwIeApA0E1hs++F6q4o+WwacJellyodKA7eOat8H+EcdhUX0WXKqhZJTU0JyqgfpNDWM7VeovjqVtAB41PaaequKfpG0LXAq5TVOGLXLRcAHgcuq44ttrwKQtDlwArC4ntIi+ic51W7JqVZLTvUgnaYGs31f3TVEf9leJ2knyvCGaBHbqyXNAfYHXrH99KjmrYHPU93FjWiL5FT7JKfaKznVG9muu4aodLlRnG2f1vdiYtJIugN40vaZddcSEbEpklNTQ3IqYqx0mhpE0pvjnB55gTTOeVHCaLNJLSz6StKBlHHF5wDXOv8JW6FaPWxP27ePOjcXuICyitjPbF8z0e9HDIPk1NSQnGqn5FRv0mlqsGplk9uBpyjjT1dUTXOAbwLvBhbafrGeCqMbkpZRNnvcnbI/whOM3cfEto8YcGnRA0mLgWm2F1THOwOPU1Yj2lD9PMH2r+qrMqK/klPtlJxqp+RUb9JpajBJ1wHTbR85QfvtwBrbpw62suiFpOql99QAAAdGSURBVFW8dWd2QrZnTX410S+SngKusf2t6vhs4ErKkq6PA/cC/xoJq4g2SE61U3KqnZJTvclCEM12NHBhh/ZbyK7NQ8f27nXXEJNiOvDsqOOFwPKRJXsl3cD4G0VGDLPkVAslp1orOdWDt9VdQHS0BTCjQ/uM6jkRUb/1wA4AkjYD5gH3j2rfAGxXQ10Rkyk5FTE8klM9SKep2R4Azpb04Y0bJB0GnA0sH3hVETGeR4BPV0v1nk4ZG37XqPaZwAt1FBYxiZJTEcMjOdWDzGlqMEn7UwJpe+CPwF8pY4z3Aw4GXgXm2X6ktiKjK5L2AL4KzAV2ZOwNDNveY+CFRdckHQ0s4a0VxB4EDhlZdUrSH4BnbR9XU4kRfZecaq/kVPskp3qTOU0NZnuFpPcD3waOAQ6pmtYBNwIX2F5ZV33RHUnvpXzI2AJ4DJhNufuzE7ArZZWi1bUVGF2xfaukw4FFwCvA90cF0U6U1/S6GkuM6LvkVDslp9opOdWbfNM0JCQJeCfl7sAa2+PtlRFDQNLNlHHE84CXgDXAR2wvk3Q65cPHYbZXdPgzERGNkpxqj+RUxFj5pmlIVHcCnq+7juiLeZQlPx+r7uxA9VW57R9L+hBwCXBsXQVG96oPjgdR7swCrAQezOaQ0XbJqVZJTrVYcqo76TQNAUknAsfzvxf3zbZvqq+q6ME7KEMbAP5d/dxmVPty4DsDrSj6QtJC4GrKZNrRVkn6ou07aigrYtIlp1onOdVSyanupdPUYJK2pkzYO5xyh2dt9fMQ4ERJZwDH2l5fX5XRhecpY8Kx/Zqk9cDeo9p3BDaro7DonqRDgaWUJV2/BzxcNc0BPgsslbTA9u/qqTCi/5JTrZWcaqHkVG8yp6nBJF0FfIlyYV9i+5/V+V2B80babH+lvipjU0laArxp+/jq+NfA+4BPUlYnuh5YaXvMEr7RXJLuoKwYNtf2cxu17Qb8Hlhhe2Ed9UVMhuRUOyWn2ik51Zt0mhpM0nPA/bZPmqD9F5SlXHcbbGXRC0knAWcBH7W9QdJBwH28NfRhA7DQ9gN11RibTtJa4ArbF0/QfiFwju0dBltZxORJTrVTcqqdklO9yfC8ZtsO+E2H9mXAUQOqJfrE9o2UpXhHjh+UNIcyH+AN4LYs0TuU3g681qH91eo5EW2SnGqh5FRrJad6kE5Ts/0Z2KtD+17AXwZUS0wi289QhrfE8HoUOFnSD2z/Z3SDpM2Bk6rnRLRJcmqKSE61QnKqBxvv7hzNcgFwuqSPbdwgaRHwOeD8gVcVEeP5ITAXuEfS0ZJmVY9jgHuqtqtrrTCi/5JTEcMjOdWDzGlqEEk/Gef0B4ADKDtyPwoY2B/Yh3L37k+2TxtYkbHJJC3r4tds+4i+FxOTStKlwNcnaL7c9nmDrCei35JT7ZScmjqSU91Lp6lBJHWze7ptZ9nPBpO0ivIhYrRtgJ2rf48s0bt9dfwisM72bGLoSNobWATMoryuTwBLbT9ea2ERfZCcaqfk1NSSnOpOOk0RAyZpNmXi9C+BS8dZovc4YIHtJ+urMiIipqrkVMRY6TRFDFi1/8Xrtk+ZoP0GYEvbxw22soiIiORUxHiyel7E4M0Hzu3Qfi9w6UAqib75P+YEmLK3ydPAncAS565VRDTTfJJTrZOc6k06TQ2Wi7u1TNmReyJzGDu2PJpvNrAVML06Xlv9HNkk8AXKiqVHAWcAyyUdaXv9QKuM6KPkVGslp9opOdWDLDnebLMpb0zzq8eB1WPk+ADK8pBnAouB+yRtM/bPRMPcCXxB0qmSNHJSxWcob1R31lZddGs+8DpwObCL7Wm2pwG7AFcA64GDKROrvwvMAy6qp9SIvklOtVNyqp3mk5zqWuY0NZik3SkTMW8CrrD9QnV+OvAN4BPAAsruzudRlpC83Hanr9SjZpJmAL8F3gM8D/yNcsdub8ob1zPAPNuraysyNpmkm4H1tj81Qfv1wNa2P14d3wLsZ3vPAZYZ0VfJqXZKTrVTcqo36TQ1WC7u9pK0PWW8+CLKnVqAlcAS4DLbayf63WgmSWuBc23/aIL2M4FLbO9QHX+ZsirVlgMsM6KvklPtlZxqn+RUbzI8r9kWUO70TOQB4PBRx3cDMya1ougL26/YPt/2HNtbVY851bkE0XASsG+H9n2r54x4gzLXI2KYJadaKjnVSsmpHqTT1Gy5uCOGx92UOQAnb9wg6RTKnI67Rp0+GFg1mNIiJk1yKmJ4JKd6kE5Ts+XijhgeX6OsPPRzSasl3Vs9VgPXAy8C5wBI2hKYCVxXW7UR/ZGcihgeyakeZE5Tg0maSRna8C7gOeDvVdOewG7VuUNtP1Vd3LcBS21fWUe9EVOdpGmUye7HALOq06uAWyjjwl+qqbSISZGcihguyanupdPUcLm4IyKiyZJTETEVpNMUERERERHRQeY0RUREREREdJBOU0RERERERAfpNEVERERERHSQTlNEREREREQH/wVviq/ya5ghTAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1008x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 2, sharey = True, sharex = True)\n",
    "\n",
    "# Bar plots of boosting type\n",
    "random_params['boosting_type'].value_counts().plot.bar(ax = axs[0], figsize = (14, 6), color = 'orange', title = 'Random Search Boosting Type')\n",
    "bayes_params['boosting_type'].value_counts().plot.bar(ax = axs[1], figsize = (14, 6), color = 'green', title = 'Bayes Optimization Boosting Type');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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YC4RnA74BXtJar4gX199ABUtcWTBaKYtgjJdsiDE9f0b7HeNancG4ThWA34DmWutkt9hZWtXqAm9Zti+J8TkFYqxlOBFjrch0obVeipEs/h/GlwttMO6RH4GqlvUgM4IGXsf4TEsBLTE+12lADftZeZ2kHEbC3xEjvrIYid8EoJLWurHWOiXjNHsD8zG+dKgPtMJIRpcA1bXWM+zqT8NIOi9g/Ly8bXkktv5palzHGHv8C8akPsEYs+D2BzrYV7asqVofmIPRo6EJxrjND0i8azQ8wrlorQdg/IxsASpZ/q0wvmR5ybKOqxDiCaXirb8shBBCZHqWdSc7Am9prec6NxohhBDi6SItkEIIIYQQQgghkkUSSCGEEEIIIYQQySKT6AghhBDJpJQagjE+MDmWaa2XpWc89iyz6n6egk0GpGDCGSGEEELGQAohhBDJZZlxsnYyq4/SWo9Mv2gSssxQmpIZW4torcPSJRghhBBPJEkgnwJ58uTRAQEBzg5DCCGc6/oe8+vcFZwTh8g09lw03xMV8ss9IYR4eu3Zsydca+33sHqSQD4FKlasqHfv3u3sMIQQwrkWKfPr/8j/f087Ncp8T+gP5Z4QQjy9lFJ7tNYVH1ZPJtERQgghhBBCCJEskkAKIYQQQgghhEgWSSCFEEIIIYQQQiSLJJBCCCGEEEIIIZJFEkghhBBCCCGEEMkiCaQQQgghhBBCiGSRBFIIIYQQQgghRLJkcXYAQgghRIaQdR+Fnadh3ceIiAjCw8OJiopydihCCCdwc3MjT548eHt7p9k+JYEUQgghhHgC3b9/nytXrlCwYEGyZcuGUsrZIQkhMpDWmsjISM6fP4+7uzseHh5psl/pwiqEEEII8QS6evUqfn5+ZM+eXZJHIZ5CSimyZ89Onjx5uHr1aprtVxJIIYQQQogn0P3798mRI4ezwxBCOJmXlxf3799Ps/1JAimEeKJprbkXfY84HefsUIQQIkPFxMSQJYuMVhLiaZclSxZiYmLSbn9ptichhMgE7kXf4/C1w/x59U8OXj3IgfADhEeG45XVixfzvkj5Z8pTPm95yuQpg7uru7PDFUKIdCVdV4UQaf17QBJIIcQT4Y/Lf/DF3i84GH7QYWvj7ejbbL2wla0XtgKQ1SUr5fzK0aF0B+oVqpfR4Qpn2NnN/Droa+fEITKNbivN98TXzeWeEEKIh5EEUgjxWIuKjWLqvql8e/hbNMmfkj86LprdV3az+8puggsHMzRoKHmy5UnHSIXTnZxpfi0J5FNv5l7zPSEJpBBCPJyMgRRCPLZO3DhB+5/bM/fw3CSTR0XSXTdCz4TSYlkLlv29DK2f/HXhhBBCZF516tQhICDAVNapU6fHtjtyWFgYSilGjhzp1GM6Iw5nHjc9SQukEOKxE6fjWHhkIZP3TCYqLuHi2AE5Awj0C6RsnrIE+gVSwqcEZ26dYe8/e9n7z172XdnHxbsXTdvcjrrNiO0j+OXUL3xQ9QMKehXMqNMRQgjxiE6dOsVnn33Gli1bOHv2LO7u7vj7+1OpUiU6depE3bp1nR3iEyF+EquUwtPTEz8/P8qVK0eLFi1o164d2bJlS7PjzZ07l5s3b9KvX78022d6CAsLY+7cubRq1YoXX3zR2eGkO0kghRCPlXvR93h/0/tsv7g9wXv5PPMxpsYYKuWrlOC94rmKUzxXcdqUbAPA0etHGbVjFIeuHTLV++3Sb7y64lXG1xpP7Wdrp89JCCGESDO7d++mdu3aZM2alZCQEMqUKUNkZCTHjx9n5cqVeHl5PfYJ5MyZM/nyyy+dHQYAL774Iv379wfg3r17nD17lrVr19K5c2c++eQTfvzxR8qVK2erX7hwYSIjI1M1I/DcuXMJCwtLcQL5KMdMjbCwMEaNGkVAQECCBDKjY8kIT86ZCCGeeHE6jiFbhzhMHpsWacqwKsPI6ZYzWfsqlbsUC5ouYMGRBUzbN437sf+ujxQZE8l7m95jct3J1CpYK83iF0IIkfZGjRrFvXv32LdvX4I/3qdNm8bly5edFFnayZo1K1mzZnV2GAAUKFCAN99801Q2evRovv/+e9544w2aNGnC4cOHyZUrF2C0VHp4eGRIbLdv38bLyytDj/kwmSmWtCJjIIUQj41p+6ax8dxGU5lXVi/G1hzL2Fpjk508Wrm6uNKxTEeWtlhKUL4g03vRcdH029iPLee3PHLcQggh0s+JEyfw9fV12HXQxcWF/Pnzm8r+7//+jxYtWlCoUCHc3d3JkycPrVq14sCBAwm2DwgIoE6dOvz55580aNCAHDlykDdvXgYMGEBMTAz3799nwIABFChQAA8PD2rVqsWRI0dM+5g7dy5KKdatW8fIkSMpXLgw7u7uBAYGsnjx4mSdo6MxkNayiIgIevToQd68efHw8KB69ers3LkzwT6uXbtG586d8fX1JUeOHNSrV499+/Y5HHOZGq+//jqDBg3i0qVLTJ8+3Vae2BjAefPmUblyZXx8fPD09KRo0aK88cYbXL16FTCu/ebNmzlz5gxKKdtj06ZNwL9jRU+dOsVrr71G7ty5yZkzZ5LHtPruu+8IDAzEw8ODQoUKMXLkyATrJCZ2Xez3PXfuXFsL91tvvWWLs06dOknGEhMTw9ixYyldujQeHh74+vryyiuvcPDgwUSPt2rVKipVqoSHhwf+/v4MHDgwTdd3TC5pgRRCPBZWnVrFzIPmGROfy/Uc0+pNwz+H/yPt+9mczzKz4UwWHlnI2D/G2sqtSeSUelOoUaDGIx1DCCEyg4AhPzs7hCSFffZyircpVqwYx44dY+nSpbz66qsPrT9t2jRy585Nt27dyJcvHydPnuTrr7+mevXq7N27lxIlSpjqnz9/nuDgYNq2bctrr73G2rVrmTBhAq6urhw+fJjIyEiGDBlCeHg4n3/+Oa1ateLIkSO4uJjbaQYPHszdu3fp0aMHSinmzJlD+/btuX//Pp06dUrxeVs1atQIPz8/PvjgA65du8bEiRNp2rQpYWFheHl5ARAVFUWDBg3Yv38/nTp1onLlyhw4cIAGDRqQO3fuVB/bXpcuXfjkk0/4+eefGT58eKL1FixYQMeOHalZsyYfffQR2bJl4+zZs6xevZp//vkHPz8/Jk+ezH//+1/Cw8OZNGmSbdvnn3/e9u87d+5Qu3ZtqlevzieffMI///zz0BhXrlzJ5MmT6dWrF/ny5WPFihWMGjWKM2fOMGfOnBSfc61atRg6dChjxoyhW7du1KxZE4Bnnnkmye3eeOMNlixZQnBwMD169ODy5ctMnz6dqlWrsnXrVl566SVT/V9++YUZM2bQvXt3OnfuzPLly/n888/JlSsXQ4cOTXHcj0ISSCFEpnfg6gE+3P6hqczXwzdNkkcrpRRvln4T9yzufPTbR7by6Lho+m7oy5R6U6heoHqaHEsIIUTaGT58OKGhobRu3ZoSJUpQo0YNKlWqRJ06dUzJhtWaNWvw9PQ0lYWEhPDiiy8yadIkZsyYYXrv5MmTLFmyhNdffx2A7t27U6FCBcaPH0/z5s1Zt26drXXQ19eXvn37EhoaSqNGjUz7CQ8P58CBA3h7e9v2ExgYyPvvv0/btm1TPflM+fLlTTGXLl2aNm3asGjRIt555x0AZs2axf79+xk9ejTDhg2z1S1btiy9evWicOHCqTq2vYCAALy8vDh+/HiS9ZYuXYqXlxcbNmwwjQ38+OOPbf9u1aoVkydPJjIyMkGXWatr164xbNgwRo8enewY9+/fzx9//EH58uUB6N27N6+++ipz587lnXfeoUqVKsneF0DRokUJDg5mzJgxVK1aNdFY4wsNDWXJkiW0adOGxYsX2+6ftm3bUr58efr06cPWrVtN2xw+fJjDhw/bWkW7d+9O2bJlmTp1aoYnkNKFVQiRqV2+e5m+G/uaZlvN6pKVyXUnp1nyGN/rz73OiCojTGVRcVH02dCHHRd2pPnxhBBCPJqqVauyZ88eOnbsSEREBHPmzKFnz56ULl2amjVrcurUKVN9a/KotebWrVuEh4fj5+dHyZIlHXb9LFCggC15tKpRowZaa959911T11Jr69OJEycS7KdHjx625BHA29ub7t27c+PGDVu3zNR47733TK/r1auXIIaVK1fi6upK3759TXW7du1qiikt5MyZk1u3biVZx9vbm3v37vHzzz8/8vJZAwYMSFH94OBgW/IIxhfIgwYNAuCnn356pFiSy3qcYcOGme6fwMBAmjVrxrZt22xdea1atWpl6lKrlKJu3bpcvnyZO3fuZEjcVpJACiEyrXvR9+izoQ/hkeGm8lHVRvFi3vSbJrtNyTYMCxpmKouKi6Lvxr4cu34s3Y4rhBAidcqWLcvcuXO5cuUKYWFhfPvtt9SsWZNt27bRsmVLoqL+/RJy3759NGvWDC8vL7y9vfHz88PPz4+DBw9y48aNBPsuUqRIgjLrBDH271nLr127lmAbR62hpUuXBkiQ5KZE0aJFTa99fX0TxHD69Gny589Pjhw5THWzZs3q8Pwexa1bt2xjERMzdOhQChcuTKtWrfDz86N169bMmjWL27dvp+hYfn5++Pj4pGib9PocUuL06dO4uLg4jOWFF16w1YnP/nMGx591RpAurEKITGvkbyM5ct08GUHnFzrTvFjzdD92u1LtiNNxfLrrU1vZ/dj79N/cn8UvLyaHW44kthZCiMwpNWMMHzeFCxcmJCSEDh06ULNmTbZv386uXbuoUaMGZ8+epVatWuTMmZMRI0ZQsmRJPD09UUrRr18/hy05rq6uiR4rsfcctarZT4KTWL2USk4MaXGc5AgLC+P27dtUrVo1yXolSpTgr7/+Yv369axfv57NmzfTtWtXPvzwQ7Zs2UKxYsWSdbzs2bOnOEZHn0NK6qXFpDWp+TySug8z6vO1khZIIUSmtO3CNlafXm0qq1OwDn1e6pNhMfzn+f8wuNJgU9mZW2f4YMcHGf7LWgghRMoopQgKMmbYvnDhAmB0Hbxz5w4LFixg8ODBtGrViuDgYBo0aJDurTh//fVXgjLrjK2OWpfSUpEiRbh48WKCBDk6OjpBS9ejmDVrFgAvv/zwLyrc3d1p2rQpEyZMYPfu3fz8889cvHiRiRMn2uokN9lLCUefg7Us/ueQO3durl+/nqCuo1bKlMZZrFgx4uLiEszYGz+WtG4ZTkuSQAohMp3o2GjG7hprKivuU5zPan2Gq0vi38ClhzdLv0nrEq1NZaFnQll0dFGGxiGEEMKx0NBQh61CkZGRrF27Fvi3i6K1Fcf+S8CZM2em+3qR//vf/4iIiLC9joiI4Msvv8THx4fatWun67GbN29ObGwsX3zxhal85syZppgexffff8+4cePInz8/vXr1SrJueHh4gjLruMT4SVuOHDm4ceNGmn5pGxoayt69e22vtdaMGzcOMMYZWj333HPcvn2bXbt22cri4uJMM8LGj9M+9qRYj/Ppp5+azu3QoUOsWLGCGjVq4Ofnl4KzyljShVUIkeksOrqIsFthttcKxegao/HM6pn4RuloSOUhHL52mKPXj9rKPt/9OWXzlCXQL9ApMQkhhDC89957XLt2jRYtWlC2bFmyZ8/OuXPnWLRoEcePHyckJISyZcsC0KRJE7Jnz06HDh3o3bs3uXLlYvv27fzyyy8UK1YsXdfUy5MnD0FBQXTu3BmtNXPmzOHs2bPMmjUrVV0xU6JLly589dVXDB8+nL///tu2jMeSJUsoXrx4is77woULLFiwADCS9LNnz7J27Vp27dpF8eLFWbp06UPHJTZs2BBvb29q1arFs88+y82bN23rZXbo0MFWr0qVKqxatYrevXtTrVo1XF1dqVevHnnz5k3dhQDKlStHvXr16NWrF/7+/ixfvpx169bRoUMHU9fbbt26MWHCBF555RX69u2Lm5sbP/zwg8NrVbp0aby8vJgxYwbZs2fHx8eHvHnz2iY0shccHGybgfXGjRs0a9bMtoyHh4cHU6ZMSfX5ZQRJIIUQmUp4ZDj/+/N/prJXS7xKGd8yTooIPLJ4MKH2BNquasudaKP7T0xcDP039+f7Zt/j45GyAfzCSRrvdnYEIpPZ3VXuiSfBxIkTWb58Odu2bePHH3/k5s2beHvYvsEIAAAgAElEQVR7ExgYyODBg01rLBYrVozVq1fb1u1zdXWlevXqbN68md69exMWFpZucY4dO5atW7cybdo0rly5QokSJVi4cCH/+c9/0u2YVu7u7qxfv56BAweyfPlylixZQlBQEOvXr6dLly7cu3cv2fvav3+/Lcnz9PTEz8+PcuXKMXv2bNq3b5+s5Uh69OjBkiVL+Oqrr7h+/Tq+vr689NJLTJ06lbp169rq9evXj1OnTvHDDz/w5ZdfEhcXx8aNGx8pgWzRogUlS5bk008/5dixY+TNm5cRI0YwYoR5BvYiRYqwbNkyhg4dyogRI/D19aVDhw507tyZUqVKmepmy5aNxYsXM3z4cPr168eDBw+oXbt2ogkkwMKFCylfvjxz586lf//+eHp6Urt2bT7++GPbFx6ZlZJxPE++ihUr6t275T9J8XgYvm04y08ut732yurFyldW4pvN14lRGdadWcd7m8zTpdcoUIPp9afjomREgBAiczly5IjDWR5Fxpo7dy5vvfUWGzdupE6dOs4OxyQ2NtbWMrpmzRpnhyPSUXJ+Hyil9mitKz5sX/IXjxAi0zh49aApeQTo+WLPTJE8AjQo3IA3nzcvELztwja+OfSNkyISQgghkicyMjJB2ZdffsnNmzcJDg52QkTicSVdWIUQmYL9khkAxbyL0bZUWydF5Nj7Fd7nQPgBDlw9YCubsX8G9Z6tR1Gf9J1FTwghhEitrl27cv/+fapVq4a7uzu//fYbixYtonjx4nTr1s3Z4YnHiLRACiEyhRUnV3Aw/KCpbHDlwWR1yeqkiBzL6pqVCbUn4OP+77jH6LhoRv42kjgd58TIhBBCiMQ1bNiQc+fO8fHHH9OvXz82bdpEly5d2LZtG15eXs4OTzxGnJpAKqVclFLvKaWOKqXuK6XOKaUmKKWSNdViSrdXSjVVSu1QSt1VSl1XSn2vlHK4yIpSqqRSaplS6oal/lallMORsEopb6XUVKXUBUsch5VSPZSDRWFSEXMWpVQfpdReSxwRln+/k5xrJMTj4HbUbSbvmWwqq1+oPlXzJ70QsbPk88zHsKBhprJ9/+zjh+M/OCkiIYQQmVWnTp3QWjt9/GNISAg7d+7kxo0bREdHc/78eb7++mueeeYZp8YlHj/O7sI6CegD/ARMAJ63vH5JKdVA64d+nZ/s7ZVSrwI/AH8CAwFvoB+wXSlVUWt9MV7dYsAOIAYYB0QAXYFflVJNtNbr4tV1A0KBl4CpwBGgCTADeAYY+QgxuwErgLrAQuBLjM+sBFD4IddGiMfGnENzuHb/3wWc3VzcGFBxgBMjerhGAY1YeWolW85vsZVN3DOR2gVr84yn/GecKf39tfl1cemy9bT7eo/5nuhWQe4JIYR4GKclkEqpMsC7wFKtdet45aeBKUA7INGVulOyvVIqK0Zydw6oqbW+YylfDezBSPLi/6/xKeADVNBa77fUnQccBqYrpUrpf6ev7QJUAvporadaymYqpX4Ehiql5mitz6TynEcADYBgrfXGxK6FEI+zu9F3WXxssansrRfeoqBXQSdFlDxKKYYHDafV5VbcizGmP78bfZdPdn7CF3W/wEEHBOFsu+w6bkgC+dR7Z5X5npAEUgghHs6ZXVjbAwqYbFc+E7gHvJlgi9RvXxvID8yyJo8AluRwE9DWkmRi6UraAthkTR4tde8As4DnMBJGq/9YjjfTLo7JQFYg/gwgyY7ZEkdfYLnWeqMySAd18cRZemIpt6Nu2157u3vT+YXOTowo+fxz+NO3fF9T2cZzG1l3dl0iWwghhBBCPN6cmUBWAuKAXfELtdb3gf2Yk7RH3d76798c7Od3ICdGYggQCLgnUde2P6WUC1Ae2Gc5bny7LPHZx5HcmGsCXsAepdQXwC3gllLqqlJqjFLK2d2PhXhkMXExzP9rvqmsXcl2ZM+a3UkRpVzbkm0J9As0lY3ZOYaIBxFOikgIIYQQIv04M4HMD4RrrR84eO8CkMcyBjAtts8fr9xRXYACqaibC8jmqK4lrmvx6qY05pKW535Aa2AQRmvmDuC/wGwH+xDisbI2bC2X7l6yvXZzcaN9qfZOjCjlXF1cGVV1FFlc/v1OJzwynEl7JjkxKiGEEEKI9OHMBDI74CiRArgfr05abG99dlQ/vepa68c/h5TEbO2umhtooLX+n9Z6ida6JUa32xClVOlE9oVSqptSardSavfVq1cTqyaE02itmXt4rqmsRfEW+GbzdU5Aj6B4ruJ0KdvFVPbjiR/Zc2WPkyISQgghhEgfzkwg72F0FXXEI16dtNje+uyofnrVtdaPfw4piTnS8vy71vqoXd15lufaiewLrfXXWuuKWuuKfn5+iVUTwml2Xd7FketHbK8VipDSIU6M6NF0LduVIt7mVYHG7hora0MKIYQQ4onizATyIkaXTUcJVQGMrp5RabT9xXjljurCv91QU1L3Bkail6CuJS5fzN1bUxLzecvzZQd1rX3+cjl4T4jHwpzDc0yv6zxbJ0EC9jhxc3Xjw6ofmsqOXD/CipMrnBSREEIIIUTac2YC+Yfl+JXjFyqlPIAXgd1puP0flmdHq5JXwZig5rjl9UGMbqaJ1cW6b8uajXsx1nC0TworW+KzjyO5MVsn2nG0loG17B8H7wmR6Z24cYLtF7abyt564S0nRZN2KjxTgcYBjU1lX+z9gnvRSXWmEEII8TQICAigTp06zg7jiVenTh0CAgKcHcYTzZkJ5P8BGmOSmPi6YowDXGgtUEoVU0qVSu32wGaMVrsuSqkc8fZbDqgDfK+1jgbbch0rgTqW9611c2Cs+XgC8yyq31mOZ794VD8gBliSmpi11qeB7UBlpVT5eHG4WurHAGsR4jFkP/axnF85Xsr7knOCSWPvVXgPN5d/5/8Kjwxn9iGZ80oIIdLLpk2bUEqZHjly5KB8+fJMmjSJmJgYZ4f4WFi5ciXBwcEULFgQd3d3/P39qVatGoMGDSI8PNzZ4YlMxGlLQWitDyqlpgO9lVJLgV+A54E+GAnfonjV1wOFMdZQTPH2WutopVRfjARuq1JqJsbSHe8BVwFzvzNjltP6wFql1CSMFsquGN1MX9Za63h1ZwJvAROVUgHAEaAp8Aow2pIIpuacAd4FtgLrlFJTMGZ1bYvRgvmR1vqs46srROZ15e4Vfjn9i6msU5lOzgkmHeTPkZ+QMiHMOjjLVvbt4W95rcRr+Ofwd2JkQgjxZGvfvj1NmzZFa83ly5eZN28e77//PkeOHOHrr792dniZ2uDBgxk3bhyBgYH07NmTZ555hosXL7Jv3z6mTJlCmzZtyJMnj7PDFJmEs9cS7AeEYbTevQyEA1OBDyzdQ9Nse63190qpSGA48DlGN9X1wGCt9QW7un8rpaoDnwFDADeMrqqNtdbr7OpGKaUaAKOB9hjjHk9iJH/THzHmfUqpapZ998OYaOcI8JbWem4yro8Qmc7CowuJifv32+BCXoWo+2xdJ0aU9rqU7cJPJ37i2v1rADyIfcCkvZMYV2uckyMTQognV/ny5XnzzTdtr3v27EmpUqWYNWsWn3zyCTKpoGP//PMPn3/+OZUqVWL79u1kzZrV9H5ERASurq5Oig5u376Nl5fXwyuKDOPMLqxorWO11hO01iW11u5a6wJa6/ct3Ujj1wvQWqvUbh+v/iqtdRWtdXatdS6t9Wta65OJ1D2itW6ptfax1K9hnzzGq3tTa91ba53fEkdprfU0u5bK1MZ8QGvdwhKHh9b6JUkexePqbvRdvj/2vamsY5mOuLo47z+m9OCZ1ZM+5fuYylafXs3+f/Y7KSIhhHj6eHp6UqVKFbTWnDxp/nNv7dq1tG3blqJFi5ItWzZ8fHxo2LAhmzdvTrAf65i6ixcv0r59e3LlyoWnpyeNGjXi+PHjCeqfO3eONm3a4O3tTc6cOWnevHmC48c3a9YsypcvT7Zs2fD29qZhw4Zs27YtQT2lFJ06dWLDhg1UrVqV7NmzU7BgQcaOHQvAjRs3ePvtt8mbNy/Zs2enWbNmXLx4McF+7J06dYq4uDhq1aqVIHkE8Pb2JkeOHKayBw8eMGbMGMqUKYOHhwc+Pj40b96cffv2merFxcXxySefUKtWLfLly4ebmxuFChWiR48eXLt2zVQ3LCwMpRQjR47k//7v/6hQoQLZsmXj3XfftdW5fPkyffr0oWjRori7u5M3b16Cg4MJDQ1NEHdyPy+Rcs5ugRRCPEV+DfuVO9H/fleSyz0XLYq1cGJE6adlsZZ8d/Q7jl7/dxWe8X+MZ37T+bgop353J4R4mo30dnYESRsZkaa7syZuuXPnNpXPnTuX69evExISQsGCBblw4QKzZs2ifv36bNy4kZo1a5rq3717l1q1alGlShXGjBnD6dOn+eKLL2jZsiWHDh2ytdDdvHmTWrVqce7cObp3707p0qXZvHkzdevWJTIyEnvWrqOVK1dmzJgx3L59m6+//pq6deuyfPlymjZtaqq/b98+Vq5cSbdu3QgJCWHJkiUMGTIEDw8Pvv32WwICAhg5ciR///03U6ZMISQkhHXrHLZ/2BQtWhSAVatW8f7775M/f/4k60dHR9O4cWN27NhBhw4d6N27NxEREcycOZPq1auzZcsWKlasCEBUVBTjx4+ndevWtGzZEk9PT/744w9mz57Ntm3b2LNnD25ubqb9L1u2jClTptCjRw+6d+9Ozpw5ASPBrF69OleuXCEkJISKFSty9+5dfv/9d9atW0dwcHCKPy+ROpJACiEyzLK/l5lev/bca3hk8Uik9uPN1cWVQZUG0fnXzrayA+EHWH16NS8XfdmJkQkhxJPp3r17hIeH28ZAfvnll+zbt49KlSrx3HPPmerOnDkTT09PU1n37t0pU6YMn376aYIEMjw8nIEDBzJo0CBbmZ+fH4MGDWLdunU0atQIgHHjxhEWFsY333zDW28Zs4v37NmTfv368cUXX5j2eezYMcaPH0/16tXZsGGDLZHq0qULpUuXpmfPnpw8edKU7Bw8eJDffvuNoKAgAN5++20KFy7Me++9R+/evZkyZYrpGJMmTeLYsWOULFky0euWN29eevfuzbRp0yhSpAhBQUFUqVKFypUrU79+fXLlMq8aN23aNDZt2sSaNWts5209zxdeeIEBAwawadMmANzd3bl06RLZsmUzXedq1arRpUsXli1bRps2bUz7P3z4MAcOHOD55583lffs2ZOLFy8mOC4YLZ3xJffzEqkjX4MLITJEWEQY+/4xd21pVbyVk6LJGJXyVaLes/VMZZP3TuZB7AMnRfSUq/yV+SGeel81+8r0EI+3Dz/8ED8/P/LmzUtgYCAzZszg1VdfZcWKhOvxxk8e79y5w7Vr13B1dSUoKIidO3cmqO/i4kKfPuahCfXqGb/fT5w4YStbtmwZzzzzDCEhIaa6gwcPTrDP5cuXo7Vm0KBBpla4/Pnz06lTJ86cOZOgS2jVqlVtySOAm5sblStXRmudID5rEhw/vsRMmTKFefPmUa1aNXbt2sX48eN5/fXX8ff3Z/DgwcTGxtrqLliwgFKlSlGhQgXCw8Ntj6ioKIKDg9m2bZuttVUpZUseY2NjuXnzJuHh4bZr5+hav/zyywmSx+vXr7NmzRoaN27sMPlzcXFJ8Do5n5dIHWmBFEJkiOUnl5tel89bnkI5CzkpmozTv2J/tlzYYps46PLdyyw5toQOpTs4ObKnUHH71ZbE065bBbknniTdunXj9ddfJzo6moMHDzJ27FjOnz+Ph0fCni4nT55k2LBh/Prrr9y8edP0nlIJpt0gf/78Cfbj6+sLYBrLd+rUKSpVqpSgi6S/vz8+Pj6mstOnjYn6y5Qpk+B4L7zwgm1/1u6g8G930/isLYRFihRxWG4/1tARpRQdOnSgQ4cOREVFceDAAdauXcvkyZMZN24cPj4+/Pe//wXgyJEjREZGJjkpUXh4OM8++ywAS5YsYcKECezbt4/o6GhTvRs3biTY1r61GODvv/9Ga81LLyVvya/kfl4idSSBFEKku9i4WFacNH8D/KS3PloVylmIdiXbseDIAlvZzAMzebXEq3hm9UxiSyGESAdpPMYwMylRogQNGjQAoEmTJtSoUYMaNWrQvXt3Fi9ebKt3584datWqxd27d+nXrx9ly5bFy8sLFxcXPv30UzZs2JBg30mNmbOfM9FRAuqonoO5Fh8qqTgSey+lx3Fzc6NixYpUrFiR1q1b8/zzzzN79mxbAqm1pmzZskycODHRfViTy6VLl9K2bVsqV67MF198wbPPPouHhwexsbE0btw4QddTgOzZsyd6DoldW3sp+bxEykkCKYRId79f+p1/7v1je50tSzYaBTw94w+6BnZl6Yml3Iu5B8CNBzeY/9d8upfr7uTIhBDiyVWtWjU6dOjAvHnz6NOnD9WqVQNg/fr1XLx40TRO0Wr48OGPdMyiRYty/PhxYmNjTUnMpUuXiIgwJ+/FihUDjDF/1n9b/fXXX7b9OVPJkiXJlSsXFy78u+JdiRIluHr1KvXq1UvQddTe/Pnz8fDwYOPGjabE8OjRo0lslVCJEiVQSiXo0iucQ8ZACiHSnf3kOQ0LNyR71oTfMD6pcnvkTtBl9dvD33Lz/s1EthBCCJEWRowYgaurKx988IGtzJrY2bdErV271uGYvJRo2bIlV65cYd68eaZy61Ib8bVo0QKlFOPHjzd17bx06RJz5syhcOHCye6y+SguX77M/v2Ol5naunUr169fp3Tp0raykJAQLl++nGgL5JUrV2z/dnV1RSllamnUWjN69OgUxZg7d26aNGnC6tWrHc4qK62KGUtaIIUQ6SriQQQbzpq7A7Us3tJJ0ThPxzIdWXxsMREPjG+g70Tf4ZtD3/B+xfedHJkQQjy5ihcvTrt27Vi4cCFbt26lZs2a1KhRg3z58tG/f3/CwsIoWLAg+/fvZ/78+ZQtW5aDBw+m+niDBg1i0aJFdO3alT179lCmTBk2bdrEb7/9Rp48eUx1S5YsycCBAxk3bhy1atWibdu2tmU87ty5w8KFCzNkuYnz589TqVIlgoKCqF+/PkWLFuXBgwf8+eefLFy4kKxZszJmzBhb/b59+xIaGsrAgQPZsGED9erVI2fOnJw9e5b169fbWhwBXnvtNX788Ufq1atHSEgI0dHRLFu2jHv37qU4zmnTplGtWjWaNGlCx44dqVChApGRkezcuZOAgACHSbpIH5JACiHS1erTq4mKi7K9LpijIBWfqZjEFk8mLzcv3n7hbSbu+fcb20VHF/Fm6TfJmz2vEyN7ilzfY36du4Jz4hCZxp6L5nuiQn65J55Ew4YN47vvvuODDz5g48aN+Pj48OuvvzJo0CCmTp1KTEwMFSpU4JdffmH27NmPlEDmypWLrVu38v777zNv3jy01tSpU4eNGzdSv379BPXHjh1L8eLFmTFjBkOGDMHNzY2goCAWLVqUYCmR9FKqVCmmT59OaGgoixcv5sqVK0RHR+Pv70+rVq3o37+/qSU0a9as/Pzzz8yYMYP58+fz4YcfAsbENZUrV6Zjx462uu3ateP27dtMmjSJAQMGkCtXLpo3b85nn31mm9QmuYoUKcLu3bv5+OOP+eWXX5g3bx65cuWiXLlydOsmE2JlJCVNvk++ihUr6t27dzs7DPGUar+qPYeuHbK97vVir6d27F9kTCQvL32Zq5FXbWVtnmvDiKojnBjVU2SR3eQL/5H//552apT5ntAfPln3xJEjRxIshyCEeDol5/eBUmqP1vqh3/LLGEghRLr5+8bfpuRRoWhZ7OnrvmqVLUu2BMnz0hNLOXfrnJMiEkIIIYRIGUkghRDpxn7ynCD/IPxz+DspmszhleKvUDBHQdvrGB3DjD9nODEiIYQQQojkkwRSCJEuouOiWXlqpansaVn7MSlZXbPS88WeprKfT/3M8RvHnRSREEIIIUTySQIphEgX2y9s5/r967bXObLmoF6hek6MKPNoWqQpxX2K215rNDP2SyukEEIIITI/SSCFEOli+d/LTa8bF2lMtizZnBRN5uLq4sq7L71rKlt/dj3Hrh9zUkRCCCGEEMkjCaQQIs3djb7LlvNbTGXSfdWs7rN1eT63eTa0L//80knRCCGEEEIkjySQQog0t+X8FtPajwVyFCAwT6ATI8p8lFIJxkKuO7tOWiGFEEIIkalJAimESHOhZ0JNrxsWbohSKpHaT6/aBWsnaIX86sBXTopGCCGEEOLhJIEUQqSpe9H32Hp+q6msYUBDJ0WTuTlqhQw9EyqtkEIIIYTItCSBFEKkqa0XtnI/9r7ttb+nP2V8yzgxosxNWiGFEEII8TiRBFIIkabsu68GFw6W7qtJUErRo1wPU5m0QgohhBAis5IEUgiRZiJjIhPMvhpcONhJ0Tw+6jxbR1ohhRBCCPFYkARSCJFmtl/YTmRMpO113ux5CfST2VcfJrFWyOM3jjspIiGEECJxc+fORSnFpk2b0nzfderUISAgIM33m1xhYWEopRg5cqTTYsjsJIEUQqSZtWfWml43LNwQFyW/ZpLDUSukrAuZxop1NT/EU69r+a6mh3g8bdq0CaWU6eHh4UHRokV56623OHLkiLNDTBdxcXF8++231KtXD19fX9zd3SlUqBAdOnRg//79j7z/TZs2MXLkSG7evJkG0WYuYWFhjBw5Mk2u09Moi7MDEEI8GR7EPmDzuc2mMum+mnzWVsg+G/vYyqytkM/les6JkT1Bgr52dgQik/m6udwTT5L27dvTtGlTACIjIzlw4ACzZs3ixx9/5ODBgxQuXNjJEaadu3fv8sorrxAaGkpQUBBDhgwhd+7cHD9+nDlz5vDdd98xdepUevTo8fCdJWLTpk2MGjWKTp064ePjY3qvQ4cOtGvXDjc3t0c9lQTWrl2L1jrN9xtfWFgYo0aNIiAggBdffNH0XuHChYmMjCRLFkmTEiNXRgiRJrZf2M69mHu2137Z/Hgx74tJbCHsWVshj1z/99vyWQdmMa72OCdGJYQQj4fy5cvz5ptvmspKlChB3759Wbp0Ke+9956TIkt73bt3JzQ0lGHDhjF69GjTewMHDqR+/fr06tWLEiVK0KBBgzQ/vqurK66urmm+XyBdktKUsLZgi8RJ3zIhRJqwn321fqH60n01hZRSvBP4jqlsTdgaTkecdlJEQgjxeMufPz+QMCmZMWMGDRs2pECBAri5ueHv78+bb75JWFiYrU5UVBR+fn7UqFHD4b7HjRuHUoqtW/9d+/jBgweMGTOGMmXK4OHhgY+PD82bN2ffvn2mbbXWTJ48mcDAQLy8vMiZMyclS5bk7bffJjo6OslzOnDgAAsWLCAoKIiPP/44wft58uRh0aJFAAwZMsT0nlKKTp06sW7dOqpUqUL27NnJly8fffv25e7du7Z6nTp1YtSoUQAUKVLE1jXYOi7Q0RhIa9n69ev56KOPKFy4MNmyZSMoKIjff/8dgM2bN1OjRg08PT3x9/d3GL/9GEjrfhN7WGO4ffs2w4cPJygoiDx58uDu7k7x4sUZMmQI9+7dM+2vbt26ALz11lu2/dSpUwdIfAxkTEwMY8eOpXTp0nh4eODr68srr7zCwYMHTfXib79q1SoqVaqEh4cH/v7+DBw4kJiYmATn/LiRFkghxCOLio1i07lNprKGAQ2dE8xjrm6huhT3Kc7fN/8GQKOZdXAWn9T4xMmRCSGeBGW/LevsEJJ0sOPBh1dKxL179wgPDweMLqyHDh1i2LBh5MmTh9atW5vqfv7551SpUoU+ffqQO3duDh06xKxZs9iwYQMHDx7E19cXNzc3OnbsyIQJEzh69CilSpUy7WPOnDk899xz1KxZE4Do6GgaN27Mjh076NChA7179yYiIoKZM2dSvXp1tmzZQsWKFQEYPXo0H3zwAc2bN6d79+64urpy+vRpVqxYwYMHD8iaNWui5/njjz8C0KVLl0SXySpTpgxVq1Zlx44dnDlzxtR9d+/evfzwww907dqVkJAQNm7cyJQpUzh06BChoaG4uLjwzjvvcOvWLX766ScmTZpEnjx5AAgMfPjEeEOGDCE2Npa+ffsSFRXFhAkTaNSoEd9++y1vv/023bp144033mDJkiV88MEHFClSJEHLcXy1atVi/vz5pjKtNUOHDuXixYu22C5cuMCsWbNo3bo1//nPf8iSJQubN29m3Lhx7Nu3j19//dW2v6FDhzJmzBi6detm+/yeeeaZJM/LGnNwcDA9evTg8uXLTJ8+napVq7J161ZeeuklU/1ffvmFGTNm0L17dzp37szy5cv5/PPPyZUrF0OHDn3odczMJIEUQjyy3y/9zp3oO7bXuT1yUz5veSdG9PhyUS68E/gOA7cMtJX9fOpnupfrzrNezzoxMiGEyNw+/PBDPvzwQ1NZ6dKl2bp1K/ny5TOVHzx4EE9PT1NZixYtaNCgAbNnz2bQoEEAdOvWjQkTJvDNN98wbty/wwm2b9/O0aNHGTt2rK1s2rRpbNq0iTVr1tCoUSNbec+ePXnhhRcYMGCArbXsp59+4vnnn2fFihWmGD777LOHnuehQ4cAo8tuUsqXL8+OHTsSjP88ePAgP/30E61atbLF17dvX6ZMmcKSJUto164dVatWJTAw0FYvJbOixsbG8vvvv9tafUuXLk3Lli157bXX+O2336hUqRIAb7/9NoULF2b69OlJJpBFixalaNGiprJBgwZx/vx5Jk2axAsvvGCrd+7cOVPy3atXL0aMGMHo0aPZtWsXlStXpmjRogQHBzNmzBiqVq2a5LGtQkNDWbJkCW3atGHx4sW2xL1t27aUL1+ePn36mFqiAQ4fPszhw4dt16579+6ULVuWqVOnPvYJpPQvE0I8sl/DfjW9blCoAa4u6TM24mkQXDiYgJwBttexOpbZB2c7LyAhhHgMdOvWjdDQUEJDQ1m5ciVjx44lPDycpi1hh/AAACAASURBVE2bcubMGVNda/IYFxdHREQE4eHhlCtXDm9vb3bu3Gmr99xzz1G7dm3mzZtn6no4e/ZssmTJQseOHW1lCxYsoFSpUlSoUIHw8HDbIyoqiuDgYLZt20ZkpLHUlbe3NxcuXGDbtm0pPs9bt27Z9pEU6/sRERGm8pIlS9qSRytrV9effvopxfHY69Gjh6nLsLWFr0qVKrbkEYxuxZUrV+bEiRMp2v+sWbMYP3483bt3p1+/fqb9WZPHmJgYbty4QXh4uG0MaPzPNaWs12XYsGGmVt/AwECaNWvGtm3buHr1qmkb+8RbKUXdunW5fPkyd+7c4XEmCaQQ4pFEx0az8dxGU1lwgMy++ihcXVzpFtjNVLb85HIu3bnkpIieEIuU+SGeemqUMj3E4806YUyDBg1o1qwZgwYNYsWKFZw+fZrBgweb6m7YsIE6derg6emJj48Pfn5++Pn5ERERwY0bN0x1u3XrxpUrV1i1ahUAd+7cYcmSJTRr1szU7fHIkSMcPXrUtq/4j2+++YbY2FhbF9sxY8bg4eFBzZo1KVCgAG+88QaLFi0iKirqoeeZM2dOIGFiaC+xRPP5559PUNff3x8fHx9OnTr10OM/jH1rYa5cuQBjLKW9XLlyce3atWTve/369fTo0YOGDRsyderUBO/PmDGDwMBA3N3dyZ07N35+fraxjfafa0qcPn0aFxcXh9fO2gJ6+rR5vgL76wDg6+sLkKJzzoykC6sQ4pHsvLyT21G3ba9zueei4jMVnRjRk6FJkSb878//ce72OQBi4mKYfWg2w6sMd3JkQojH2aOMMXwcBQUF4e3tzYYNG2xlf/zxBw0bNqR48eJ89tlnFClShGzZsqGUol27dsTFxZn20bp1a/r06cPs2bNp1aoVixcv5u7du3Tp0sVUT2tN2bJlmThxYqLx+Pn5AVC1alVOnjzJr7/+ysaNG9m4cSOLFi1i9OjRbNu2jdy5cye6jxdeeIGlS5eyd+/eJLux7t27F4CyZc3jXhMbN5lWS2ckNjvro87aeuTIEVq3bk3JkiX5/vvvEyyzMXHiRPr370/Dhg3p06cP+fPnx83NjQsXLtCpU6cEn2tKpObaJHW+6b1MSXqTBFII8UjsJ8+pV6geWVzkV8ujyuKShS5lu/Dhjn/H8/x04ie6BXYjb/a8ToxMCCEeLzExMTx48MD2etGiRcTGxrJ69WpTq9jdu3cdtlK5u7sTEhLClClTuHjxIrNnz6ZAgQI0btzYVK9EiRJcvXqVevXq4eLy8E5+OXLkoHXr1rYJfmbMmEGvXr2YPXs2AwcOTHS7V199lY8++ojZs2fz9ttvO0wI//rrL3bs2EH58uUTrH/5119/Jah/6dIlIiIiTK1miSWazvDPP//w8ssv4+7uzqpVq2ytsPHNnz+fgIAAVq9ebbr+a9asSVA3pedWrFgxfv31V44cOZJgIiHr9XTUwvqkki6sQohU01qz+fxmU1ndZ+s6KZonT/OizfH39Le9joqLYs6hOU6MSAghHi+hoaHcvXuXChUq2MqsLUP2rUBjxoxJtJWqa9euxMbGMnjwYH7//Xc6deqUoIUpJCSEy5cvJ9oCeeXKFdu/rV1Z47O2Jl6/fj3JcypXrhzt27fn999/T7DUhHV768QwjiblOXbsGMuWLTOVWScDij82MkeOHMmKJ73dv3+fli1bcun/2bvv+Kiq9PHjnzOTTHohndB7L9KbNEFRWQsWFHVdC+iu/avurqu7uuquu6u7+tPFRbCuLKiAvaOgSJUihCa9BBJCQkJ6mcmc3x93MplJJj3hpjzv1+u+JvfMuTfPxDHkmXPOc1JT+eijj6os6GO1WlFKef13dTgcPn8GdX1tZT+XZ555xuv+u3bt4uOPP2bChAnu0eW2wNRhAqWUBbgPuAPoCqQD7wF/0lrnV3Npva5XSl0CPAYMAYqBb4Hfaq0rbbKmlOoD/B2YBNiAbcDjWutVPvpGAE8Ds4Bo4BDwb2CBrvDbqS4xK6W+c31/X0ZqrbdU8ZwQ58T+rP2cyj/lPg+0BjK6/WgTI2pd/K3+3DbwNp7eVL5J9PL9y7l90O1EB0WbGJkQQjQ/27ZtY/HixYCxH+Pu3btZtGgR/v7+PP10+e/RK6+8kueff55LLrmEefPmYbPZWLlyJUlJSe4tISrq168fEyZMYPHixSiluPXWWyv1ue+++1i5ciUPP/wwq1atYurUqYSHh3P8+HG+/fZbAgMDWb16tft+Y8aMYfTo0SQmJpKamsrChQux2Wxcd911Nb7WV155hbS0NJ588klWrlzJrFmziIqKYv/+/bzxxhtkZGQwf/58pk+vXJNg0KBB3HjjjcydO5devXqxevVqli9fzqRJk5g9e7a735gxYwD43e9+xw033EBgYCADBw50r/k7Vx5//HE2btzIVVddxcGDBzl48KDX89OnTyc+Pp6rr76aRx55hIsvvphZs2aRk5PDkiVLfG6J0r9/f8LCwnj55ZcJDg4mMjKSuLg4pk6d6jOG6dOnuyuwZmVlMXPmTPc2HoGBgbz44otN8tqbK7PnmT0P3At8APwT6Oc6P08pNU1rXdNk5Vpfr5SaBSwHdgAPAxHA/cA6pdQIrXWKR98ewHrAAfwDyAbmAl8ppS7WWn/j0dcGrATOA14C9gIXAy8D8cATDXzNGcADPl57w1c5C9FAa06s8Tof3X40gX6BJkXTOl3R6woWJi3kdOFpAIpKi/jvnv/ywHBfvxaEEKLtWrp0KUuXLgXAYrEQHR3N9OnTeeSRR7yqf44fP54VK1bw1FNP8cc//pGgoCCmTZvG999/z8SJE6u8/7x581i7di1TpkzxWSDF39+fzz77jJdffpm3337bvaVIYmIio0aN8qrY+uCDD/L555/z4osvkp2dTVxcHGPGjOGRRx5hyJAhNb7WsLAwvv76a/773//y1ltv8de//pW8vDzi4+O58MILefDBBxk6dKjPa4cNG8a//vUvHn30URYsWEB4eDh33303f/3rX72mfo4fP56///3vLFiwgLlz5+JwOHj88cfPeQJZNnK7YsUK9x6YnlavXk18fDwPP/wwWmtee+017rvvPhISEpg9eza33HIL/fv397omKCiId955h8cee4z777+f4uJiJk2aVGUCCfC///2PYcOG8eabb/Lggw8SEhLCpEmTeOqppyqtM23tlFmLOJVSA4CdwAda66s82u8BXgRu0FovaYzrlVL+wFGMhHCA1jrP1T4U2Aq8prWe53GP94CrgOFa6+2utlBgN1AE9C0bWVRK/QaYD9yrtX7J4x4rgF8AvbTWx+rzml0jkF211l1r+nlWZ8SIEXrLFhmsFI3vxs9vZEf6Dvf5H8f8kWv7XGtiRK3T4j2L+fvm8r3Ggv2C+eqqr4gMjDQxqhaoYuXVOS27iIFouIqVV/Xjres9sXfvXp9VI0X9vPfee8yePZslS5Zw/fXXmx1OvSiluPnmm3nzzTfNDkWcY7X5faCU2qq1rrESoplrIK8HFPBChfZFQAFQ066edbl+EpAIvFqWPAK4ksPvgNmuJBOlVAhwGfBdWfLo6psHvAr0Bso/xoI5ru+3qEIcLwD+wGyPtnq9ZqWURSkVrprTambR5mUWZZKUnuTVNrFj1Z/civq7qvdVRAWWV+QrcBSweO9iEyMSQoi2Z/78+cTExDBr1iyzQxHCVGYmkCMBJ/CjZ6PWugjYjneS1tDry77e4OM+G4FwjMQQYDAQUE1f9/1c6xmHAT+5vq+nH13xVYyjrq+5A5CHMY02Tyn1vlKqr49+QpxTa0+uRVP+aX3fqL4khCSYGFHrFeQXxM0DbvZqW7J3idf2KUIIIRrf6dOnWbp0Kb/5zW9Ys2YNDz74IAEBAWaHJYSpzEwgE4EMrXWxj+dOAjGu9YWNcX2iR7uvvmAkanXt2w4I8tXXFdcZj751jRngCMYazFuAazDWVV4MbFJKVTvZWik1Tym1RSm1JT09vbquQtTL98ne1Vcndayq3pNoDLP7zCYioHwz6Fx7Lkv2VjnLXwghRCPYs2cPc+bMYenSpdx55508+OCDZockhOnMLKITjFEJ1Zcijz4ljXB9sOvcV3/PvjRi37L+wR7ndXrNWutbKvRZrpT6GGPa7b+AyqW1XLTWC4GFYKyBrKqfEPVhL7WzLmWdV5skkE0rxD+Em/rdxL+3/9vd9vbet7mx/42E+IeYGJkQQrRekydPbvGbvntqTa9FmMfMEcgCjKmivgR69GmM68seffVvqr5l/T1fQ0NfM1rrH4A1wBSlVFB1fYVoKltPbyXfXr7rTFRgFANiBpgYUdswp98cwvzD3OfZxdm8u+9dEyMSQgghRFtjZgKZgjFl01dC1QFjqmdVo491vT7Fo91XXyifhlqXvllAoa++rrii8Z7e2tDXXOYoYMWYQivEOVdx+urEjhOxKDN/nbQNYbYw5vSb49X21u63KHQUmhSREEIIIdoaM//i2+z6/qM8G5VSgcBQoKZ9J+py/WbX41gf9xkD5AD7Xec7MaaZVtWXsnu79mzchrGHY8WkcJQrvopxNOQ1l+mFsSVJZi37C9FotNZ8f0LWP5rlpv43EexXPjM+syiT5fuXmxiREKI5kymLQojG/j1gZgL5LqCB+yu0z8VYB/i/sgalVA8flUdrfT3wPZAK3O7az7HsvkOAycAyrbUd3Nt1fAJMdj1f1jcUuB04gHcV1aWu7zcPb/djJHnv1fM1RyilrBX6oZS6FBgPrPRR+VWIJnc05yjJucnuc3+LP2MTfX3eIppCREAE1/W9zqvtzV1vUlxa1fJq4dZumPch2rxh7Yd5Ha2Nn58fDofD7DCEECZzOBz4+TVe6RvTiuhorXcqpeYDdyul3gc+B/oB92IkfJ7lBb8FumDsoVjn67XWdqXUfRgJ3A9KqUUYW3c8AKQDj1cI7xHgAuBrpdTzGCOUczGmmV6qvdP4RRhVUv+llOoK7AUuAa4EntZaH6nna57iuucnwGGMZHQUxl6RGVROQoU4J9acWON1PjJhpBRxOcd+2f+XLNm7hKJS4zOk04Wn+fDAh8zuO7uGK9u4i7eaHYFoZrbOa93vicDAQPLy8mjXTla8CNGW5ebmEhgYWHPHWjJ70dL9wEPAAGA+cB3wEjDTNT200a7XWi8DLsOYnvoc8DvgB2C81vpkhb4HMUb5NgK/d/XPB2Zorb+q0LcEmAa8AlzviqMvcA/wpwbEvA/YCswE/oJRdXUCsAAYqrXejxAm+C75O6/ziR0nmhNIGxYdFM01fa7xantt12vYS+0mRSSEaI5iY2NJT0+noKBAprIK0QZprSkoKCAjI4PY2NhGu6+SXyit34gRI/SWLbVdXilE1bKLs5n07iRKdam77fNZn9MprJOJUbVN6QXpzFgxgxJned2tP4/7M7N6zTIxKiFEc5Odnc2ZM2coLpZp7kK0RQEBAURHRxMREVFjX6XUVq31iJr6mbkPpBCihVmfst4reewR0UOSR5PEBscyq9cs3tn3jrttUdIiLutxGX4W+dUuhDBERETU6g9HIYSoLbOnsAohWpBK1Vc7SfVVM9068FavZPFE3gm+OPKFiREJIYQQorWTBFIIUSulzlLWnlzr1Sbbd5irfWh7Lu9xuVfbwqSFlDpLq7hCCCGEEKJhZJ6TEKJWdp/ZTXZxtvs83BbO4NjBJkYkAG4bdBsfHvzQPbX4aM5RVh5byYxuM0yOrBn6Yrj3uVRlbfOGL/R+T7T2qqxCCNEYJIEUQtTKupR1XudjE8fKWrtmoFNYJy7tfikfH/rY3fZK0itc2PVCLEommXjJ2mZ2BKKZ2ZYq7wkhhKgr+etCCFEr6056J5DjE8ebFImo6PZBt6PKt8nl4NmDrE5ebWJEQgghhGitJIEUQtQouzibnRk7vdrGJo41KRpRUbeIbszo6j1l9ZUdr8i+b0IIIYRodJJACiFqtCl1E07tdJ/3jOxJQkiCiRGJiuYOnut1vjdzLz+c/MGkaIQQQgjRWkkCKYSo0fqU9V7nMn21+enVrhfTOk/zanslSUYhhRBCCNG4JIEUQlRLa11p+45xHcaZFI2ozrzB87zOk9KT2Ji60aRohBBCCNEaSQIphKjW4ezDpBWkuc8DrYEMjx9ezRXCLP2i+1Xam/OVpFdMikYIIYQQrZEkkEKIalWsvjoiYQQB1gCTohE1uWPwHV7nW9O2suXUFpOiEUIIIURrIwmkEKJasv6xZRkUO4hxid5TjGUUUgghhBCNRRJIIUSVihxFbEnzHr2S9Y/NX8VRyI2pG9mRvsOkaIQQQgjRmkgCKYSo0ta0rRSXFrvP24e0p1t4NxMjErUxLH4YI+JHeLUtTFpoUjRCCCGEaE0kgRRCVGldivf6x/EdxqOUMikaURd3DPEehVxzYg17zuwxKRohhBBCtBaSQAohqrT+pKx/bKlGJ4xmSOwQrzYZhRRCCCFEQ0kCKYTw6VT+KQ5lH3KfW5WV0e1HmxiRqAulVKW1kN8e/5b9WftNikgIIYQQrYGf2QEIIZqnitt3DI4dTJgtzKRoRH1M6DCBAdED2H1mt7ttUdIinp30rIlRmWiONjsC0czox+U9IYQQdSUjkEIInyqtf5Tpqy2OUop5g+d5tX119CsOZx82KSIhhBBCtHSSQAohKnE4HWxM3ejVNr6DJJAt0ZROU+jdrrf7XKN5NelVEyMSQgghREsmCaQQopJdGbvILcl1n0cGRNIvqp+JEYn68jUK+fmRz0nOSTYpIiGEEEK0ZJJACiEqqTh9dWz7sVgtVpOiEQ01vct0ukd0d5+X6lJeSXrFxIiEEEII0VJJAimEqGRjivf01XEdxpkUiWgMFmVh7uC5Xm2fHP6EI9lHTIpICCGEEC2VVGEVQnjJK8ljZ8ZOr7Yx7ceYFI1oLBd3vZhFSYvcBXSc2sl/tv+Hf0z6h8mRnUObvKfyMlr2xWzr5n3i/Z5Y+At5TwghRE0kgRRCeNmStoVSXeo+7xbRjYSQBBMjEo3BarHym6G/4aHvH3K3fXH0C24bdBt9ovqYGNk5dGiR97kkkG3eom3e7wlJIIUQomYyhVUI4WVDygav87Htx5oUiWhs07tMp08772Tx5e0vmxSNEEIIIVoiSSCFEF4qbt8h01dbD4uycPd5d3u1rUpexe6M3SZFJIQQQoiWRhJIIYRbWn6a1ybzVmVlRMIIEyMSjW1Sx0kMihnk1fbS9pdMikYIIYQQLY0kkEIIt4qjjwNjBhJmCzMpGtEUlFKVRiHXnVzHT6d/MikiIYQQQrQkkkAKIdwqJpBjE2X9Y2s0tv1YhsUN82r790//NikaIYQQQrQkkkAKIQDQWsv6xzZCKcU9593j1fbjqR/ZlLrJpIiEEEII0VJIAimEAODQ2UNkFGa4z4P8ghgcM9jEiERTGpEwolKF3Rd/ehGttUkRCSGEEKIlkARSCAHAhlTv7TtGJozE3+pvUjTiXKi4FjIpPYnVyatNikYIIYQQLYGpCaRSyqKUekAp9bNSqkgplayU+qdSKqQprldKXaKUWq+UyldKZSqllimlulXRt49S6kOlVJar/w9KqalV9I1QSr2klDrpimO3UurXSinVmK9ZKfWeUkorpXbV1FeIupLpq23P4NjBTO442avt/237fzicDnMCEkIIIUSzZ/YI5PPAv4A9wD3AMuBe4BOlVG1iq/X1SqlZwKdAEPAw8CwwEVinlEqs0LcHsB4YC/zD1T8U+EopNa1CXxuwErgTeNcVxz7gZeDxxnrNSqmZwFVAYXU/ECHqw+60s/nUZq82SSDbhnuH3YvF41fP4ezDfHTwIxMjEkIIIURz5mfWN1ZKDcBIoN7XWl/l0X4EeBG4DljSGNcrpfyBl4Bk4HytdZ6r/QtgK/AEMM/j9s8AkcBwrfV2V9//AruB+Uqpvrp8odDtwEjgXq112WZqi5RSK4A/KKXe0Fofa8hrVkqFYiSk84HLqvqZCFFfO9N3Uugo/2wiJiiGnpE9TYxInCu92vXish6X8eHBD91tL29/mUu6X0KQX5CJkQkhhBCiOarzCKRSaqVSarZr5K0hrgcU8EKF9kVAAXBjI14/CUgEXi1LHgFcyeF3wGxXkolrKullwHdlyaOrbx7wKtAbI2EsM8f1/RZViOMFwB+YXc+YPf0FI9l/rIrnhWiQiusfx7Qfg48Z2KKVumvoXdgs5b/STxee5n97/2diREIIIYRoruozhXU4xihZilLqBaXUoHp+75GAE/jRs1FrXQRsxztJa+j1ZV97/5Vs2AiEYySGAIOBgGr6uu/nmnI6DPjJ9X09/eiKr2IcdXrNSqlRwN3A/VrrHB8xCdFgG1Nk/WNblhCSwA39bvBqe33n65wtOmtSREIIIYRoruozhTUBmAXchjEd8x6l1BaM0bmlniN8NUgEMrTWxT6eOwmMU0rZtNYljXB9oke7r74AHTCmqNa2L0A7jDWVlfpqrYuVUmc8+tY1ZpRSfhijk19rrd/zcU2VlFLzcE3L7dy5c10uFW1MXkkeOzN2erVJAtn23DboNpYfWE5uSS4AufZcXt35Kg+NfMjkyBrRjC1mRyCamS1z5T0hhBB1VecRSK11idb6Ha31dKA78DQQD7wCpCqlXlNKja/FrYIBX4kUQJFHn8a4vuzRV/+m6lvW3/M11PU1Pwz0Au6q4poqaa0Xaq1HaK1HxMbG1vVy0YZsPrWZUl3qPu8e0Z34kHgTIxJmiAiIYO6guV5tS35eQkpeikkRNYGo4d6HaPOGJw73OoQQQtSsQVVYtdbHtNaPA92AGcBq4FfAGqXUHqXUfdVsT1GAMVXUl0CPPlWpy/Vlj776N1Xfsv6er6HWMSulegJ/Av6itT5cxTVCNJhs3yHKXN/3euKDyz88sDvtzN8+38SIhBBCCNHcNNY2HkMxCs+cj1Ek5hDGWr/ngYNKqXE+rkkBYpRSvhKqDhhTPauavlrX61M82n31hfJpqHXpm4WxrUalvq64ovGe3lqXmP8JZAIfKKV6lh0Y045trvP2Pu4jRJ1IAinKBPoFctdQ7wkPnxz6hH2Z+0yKSAghhBDNTb0TSKVUpFLqLqXUNmALxnYWXwHTtNa9tdYDgWkYI2q+PsLe7Pr+oyrcNxAjIa1pYUJdri/b4G6sj/uMAXKA/a7znRjTTKvqS9m9tdZOYBtwno+kcJQrvopx1DbmLhhrJncDBzyODhjTWg9QufKrEHWSlp/G4ezyAW6rsjIiYYSJEQmzXdbjMq8tXDSaf275J+U7F4k2RWsotUNxLuSfgdxTriMN8k5DXjrkZxjPFWQaR2EWFJ6FkgJwOs1+BUIIIRpZnYvoKKWmYhTQuRJj2uV+4LfAm1rrM559tdarlFJ/w3cC+S7wB+B+4AeP9rkY6wDdNeSVUj0Af631z/W5HvgeSAVuV0o977EP5BBgMvCG1truijlPKfUJMEspNURrvcPVNxQjST6AdxXVpcB4jII1L3m03w84AM/iN3WJ+SGMvSgrehljveT/uV6TEPVWcfRxUMwgwmxhJkUjmgOrxcr9w+7n7lV3u9s2pG5gzYk1TOo0ycTIRIMU5UBOCuSlQUGGK9k7YyR/hZnG8yV5RqJYnAPFeWAvBEcR0MAPD/yCwD8I/INdjx5f20KMx4AwCIyAwEjjMSiywnk7CAgHq2nbVwshhHCpz2/ibzBG6N4HFmqtv6+h/0FgXcVGrfVOpdR84G6l1PvA50A/4F6MhG+JR/dvMUbkVH2u11rblVL3YSRwPyilFmFs3fEAkA48XiG8R4ALgK+VUs9jjFDOxRj9u1R7fxS/CLgF+JdSqiuwF7gEI8F+Wmt9pJ4xf+Prh6mUeg7I01ov9/W8EHVRafpqokxfFTCx40RGJ4xm06lN7rZntzzLuMRx+Fv9TYysgQ4u9D7vOc+cOJpC4VnIOgKZRyDzsPF19gnISTUSR1d1XVM4Co2jMLPh9woIh+AoCI6BkBjXYzSExHq0RZc/Z6uuFh8s3Or9npg3vBW9J4QQoomouk5LUko9ALyltW7wvwRKKSvGaNw8oCuQgZHk/clzOxCl1FGgi9Za1ed6j/4zgccw9nosxkhMf6e1PuSjbz/gb8AkwIYxVfUJX4mdUioSoxrtLIx1j4cwRgrnV0g26xyzj+91FCOBHFhT3zIjRozQW7ZIqXLhTWvN1GVTySjMcLe9OeNNhsdLJUIB+zL3ce2n1+LU5VMQHxrxEDcPuNnEqBpoifI+n9MCp+Xmn4H0vXDa40j/uXGSs9bIP8RIMMuSy5BY4wiNg9B4pq64jjQ0p9BkotFPtMD3hBBCNBKl1FatdY1rmeqTQP4JeF9rvauK5wcAV2mtn6zTjUWTkQRS+HIg6wCzPp7lPg/yC2Lddeta9giTaFRPbniSZfuXuc/D/MP4dNanRAVGmRhVA7S0BDL/DKT85HFsg1wTVi4oK/gFgp8NLGW/H7SxPtLnI6Cd4LS7psC2DHY0/mEdIDQWQuMhJM7ja9djaJxxBEaCUjXfVAghWpDaJpD1mcL6OMa0VJ8JJDDQ1UcSSCGasYrTV0cmjJTkUXi5a+hdfHHkC/LsxuSIXHsu83+azx/H/tHkyFohrSHjABxfD8fWw/GNcPZY493faoPwRAhrXz7NM9g1MhccZSREAWEQEOp6DDfWJvoFgsVa/+/rdBrTV+2FYC8ofyzx+NpeYKzBLMqGorPGdNyisx7n2cbXxdmN9/PwwR8FuSnGUROrrXwkMySuPLF0J5seXwdGNHqyWWQv5Ux+CVn5JZzJLyEzv5jMfDtF9lIcpZpSpxO7U1PqND4kCfS3EmKzEhzgR7C/lZAAK9GhAcSHBRIXHkCgfwP+Gwsh2pz6JJA1/RYMxCgeI4RoxmT7DlGT6KBo7hxyJ89tec7dtvzAcq7tcy19ovqYGFkroLWxVvHQKjj8nZEwFmTUeFmVrDaItlOZcQAAIABJREFU7AJR3SGqm/EY2dlIGsM7GMmiGSNmFotRKMdW1ZbQdeAsNRLJ/AzjZ+V+PFN+np9eXhyoIAOcTfTnSGkJ5Jw0jppYA1yJpmsUMyzBSOTD2xuPYQkQlmgk8h7/jeylTg6ezuNQeh5HM/I5eqbA9ZhPRl51u5zVXbtgf+LDA+kQGUSPuFB6ehzhgfLBohDCW60SSKVUON4VQaOVUp19dI0CbgCSGyE2IUQTsTvtbD612atNEkjhy5y+c3hv33sczz0OgFM7eXbzsyy6cBFKpvDVTVE2HFkDB781Esf6jDBabRDTB+L6Qlw/iOsPsX2NZLEhI4UtgcXqKqATBfSuub/Wxs/cM6HMTze2HslLg/zT/LBnBfEo4rEQUePn4/VUWgzZycZRDafFRkFALJmWKJLtERwoCuNYaQwndCzJOo5kHUs+QU0SYlaBnawCOz+fyuXbn097PRcfHsDAxAiGdopkiOuICJKkUoi2rLYjkA8Af3J9rYEXXIcvCmNbDyFEM5WUnkSho9B9HhMU47X3nxBl/K3+PDTiIe5dfa+7bdOpTaxOXs3UzlNNjKyFyD4J+z6Hnz+Do2uNdYG1ZfEzEsQOwyDxPOOI7WesRRQ1U8rYDiQoEqJ7+Owy8c9vu78O1FB431Fjf8v800aS6ZFsln+dbmx50sgszhJCC08Sykk6A+MtVNqtO0uHkqxjSdax7sTyhI7lmI7nuI6jlMb/ECEtp5i0nNNeiWX32BCGdW7H+J7RjO8RQ1x4YKN/XyFE81XbBPI716PCSCQ/AJIq9NFAHrBRa72+UaITQjQJX9NXZTRJVGVyp8mMaT/G633z3JbnGN9hPAHWABMja6bOHILdHxhJY8q22l9nC4NOo6DLWOg8zkgc/ZtmxElUVqSAdl2MoyYl+Uai6U42fXxdlmzaCxotxnYqj3Yqj8EcqfScQ/mTFdiJzOCunA3uztnQ7pwN68PZ4M4U2KGgxEF+SSmFJaXkFjlIzy3iVE4R6bnFOOtYT+pwej6H0/NZvvUEAL3jQxnfM4YJPWMY1yOGIFsrHw0Xoo2rVQLp2uvxewClVBdggdZ6U/VXCSGaq40psv5R1J5Sit+O/C1Xf3K1e1uP5NxkXt/1Or8e8muTo2smsk8YSePO5ZC6vXbXWAOMZLHHVOg2EeIHgbU+pQnEOWcLca017VZlF601O09ms2bXUXbu20/GqRPEqbPEqyziVRZxKosEyr8OV4VV3qs2/LSd2MLDxBYehjOryp/wD4GEgZAwGLoMho4jIWawsT4VcJQ6ycgr4VROEcfO5HMgLY+Dp/M46Fp76ahFdrk/LY/9aXm8se4ogf4Wzu8Vy0UDEpjWL47IYBkxF6K1qfO/VFrrW5oiECHEuZFXksfOjJ1ebZJAipr0ateLa3pfw7v73nW3vZr0Kpd2u5TO4b6WxLcBRdmw631Ies+onlob0b2g14VG0thlXI0b3YuWRWtN0olsPtuZymdJqZw8W5YUhgB9jLlaVUgIdDA5sZRhUcX0D8mji38mYQUn4exxY73s2eS6TYEuY8+H5E3GUSYwEjqPgc5j8Os8loTE80iIiGRop0jvS0udHEjLY8eJs2w/fpbtyWfZfzqX6naAK7I7WbknjZV70rBaFKO7RXHxwARmDk6kXYgkk0K0BjXuA1lWLEdrfdzzvCZl/YX5ZB9I4Wn18dVe69m6R3Tnoys+MjEi0VJkF2dz2YeXkVlUvmn9uMRxLJi2oGVMgW6MfSCdTji2Fn76H+z5yNiioiYdR0LfS6HPpRBbi+Iv4pxRf/Z+T+jH6/6e0FqzOyWHT5NS+WxnCsmZtRtJDA/0Y3T3aMZ0j2Zs92j6JoRhsVTz/5GzFHJPGclk1jFXUnkcso4aW8Dkn6762pr4BUG3840PN3pOq3ZkNa/YwY7ks6w/lMHag2fYeeJsrabA+lsVU/vGcdWwjkzuE4fNz1LzRUKIc6ox94E8CjiVUsFa6xLXeW1+w8oEeCGaIdm+Q9RXREAED414iD+s/YO7bX3Ker469hUzus4wMbJzICcVfnobflpci+qpCrpOgAFXGoljWMI5CVGcO1pr9qbm8tnOFD5LSuXomdqtcxzcMYKpfeOY0ieOgR0isFaXMFZksUJEB+PoMq7y8wWZRiKZsQ/S90HabjiVZFShrYmjEA58bRzgGimfDv0vh46j3NNdAUID/BjfM4bxPWN4+CLILrSz8fAZ1h7IYNXPpz1GXb3ZSzVf7U7jq91ptAv257Ihidwwpgu948Nq/zMQQjQLtUkgn8RIGB0VzoUQLZAkkKIhZnafyQcHP/DaBuYfP/6DCYkTCLWFmhhZE9Da2HZj86tGQRxdWn3/xGEw6GojcQxPPDcxinNq36lcPktK4dOdqRxOz6+xf6C/hUm9Y7mgXzyT+8QSF9aE1UqDo6DzaOMoo7WxV2VqkpFMntxqTGUtyq7+XmcOGMfGlyGis/G+HnQNxPev1DUiyJ+LBiRw0YAEnnSNxn61+xRf705jX1quz9tnFdh5a8Mx3tpwjHE9ovnVuK5c0C++bgm1EMI0NU5hFS2fTGEVZU7ln2L68unuc6uysva6ta3vD3/RpA6fPcxVn1yFw2OT9hv63cDvR/3exKhqobZTWIuyYfsS2Pya8Ud0dcI7wtA5MOS6KreKEM1XbaawHjyda0xPTUrlwOmat++w+VmY0ieWSwcnckHfOEICmllhJKcT0n+G4xvg+EY4ts5IMmsjrj8MuR7Ou9G1H2f1jmTk81lSCu9vO8nhjOoT7o7tgvjl2C7MHtGZiGDZZ1IIM9R2CqskkG2AJJCizEcHP+KxdY+5z4fGDuXtS96u5gohfHtx24ss2rnIfW5RFpZeupT+0ZVHKJqNmhLIM4dg0wIjeaxunz9rAPT7BZx3A3SbZEwtFC1SVQnk4fQ8PktK5bOdqfx8yvcomieb1cLE3rHMHNyeC/rFERbYghIgreH0Xji4Eg6sNBJLjw+HfPILgsHXwug7IH5ALb6FZnvyWVZsO8EnO1LJLqy6GFBogB+/GteV28/vJhVchTjHmiyBVEr1BHpqrb/0aBsNPAZEAW9prRfWMV7RhCSBFGUe+eERPj38qfv8ziF3ctfQu0yMSLRURY4iLv/wClLyy0cuOgT15qr2fyensJScQjt5xaXkFzvIL3GQV+wgv9hBicNJscNJiesoLnVS6qrAobVGg7vCo79V4Wex4GdV+Fst+FkUQTYrITY/QgKshAT4GYfN+Do0wI9gmx+hrufaBdtoF2IjKthGuxB/QpPfwKvWT895xjc7/J2ROO7/impXaMT0gZG3GX84B7Vr7B+pMMHCreV/rmTlWQl1TuKzpFT2pObUeK2/VXF+r1guHdSeaf3jiQhqQUljdYpy4PBqY1uafV+Ao6j6/l3Ph9F3Qp9LvNZKVqXYUcrKPWn8d/0xfjyaWWW/0AA/bh7XhdsndJfqrUKcI02ZQK4AorTWU1znMcB+IBQodD1epbX+sM5RiyYhCaQA44/zqcumklGY4W57c8abDI8fbmJUojkq2xcuLcfYaPy06zEtp5i0nCLXUUyeZSfBnd/0urbo1OXYs8aaE3gNbFYL7UL8aRdsIzZYMc25lovOLiOh6FDVF1n8jNHGkbdDl/HQEqrNilrRWrM/LY+vd5/iqz2n2HWy5qTRz6IY3zOGSwe356L+Ca1/qmVxrrH+d+cyOLS6+nXA8QNhyqPQ5+Ja/3+yOyWbt9Yf5cPtKZQ4nD77hNis3DyuK3dM6tF6knQhmqmmTCCPAQu11n9xnd8DPA8MxUgkvwOKyxJMYT5JIAXAgawDzPp4lvs82C+Ytdevxd8i/yC3NVprsgrsJGcWcNx1nMgq/zrlbJF7VLAmgR0W4x++q/zepTbyj9yPtte8PsoMoRRwvXUVt/p9SXtV9ejHaR3JUud0vgm+GEt4ArGhNmJCA1yHjZiwAPd5bGgA4UF+LWMrkzau1KnZnpzF17vT+Gr3qVpVT7UoGNcjhpmD23PRgIS2OxqWl25UIt78avVrJjuMgKmPQffJtU4kM/NLWLLpGK+vO0pmfonPPtEhNh6+qA/XjOgkxXaEaCJNmUAWAHdprd9wnX8GhGqtJ7nO7wUe1VrH1z1s0RQkgRQAb+95m39s/of7fGLHicy/YL6JEYmmpLUmPbeYwxn5HHEdx87kczyzkOTMAvKKa1jjVEvKL5uQ7v9EWcv/6HPk96Dw+G1A89nnLY4sbvX7kjnWbwhXVe/Tt8PZndcdM/jcOQZ7rQqVG2xWC9HuJNP1GFaecMZ6nEcG+Ve/359oVOm5xazZn873+9P54UA6WQVVr78rY1Ewuls0M4e0Z8aABKJDA85BpC1EqQN+/hR+XGgU4KlK1/Nh2p+hY+1nueQXO1i88RivrDlcZSI5sEM4j/9iACO7Ns8PqYRoyRpzH8iK8oFI1zexAhOAFz2eLwTC63FfIUQTku07WqfcIjtHMwo4nJHH4fTyZPFIRn6jJYlVsVoUcSHx2EpmkRn0jrvdL+QQl51/nAlxl7nWKVoJCzTWJwb4WQjwt2KzWrD5WQjws7hHExSglELh2jvK6cRRqnGUauxOJ/ZSJ4UlpeQXl5JX7KDAtbayoMRYa1n2dV6xg7wiB1kFJYTlHODS3OVML12DTfmefleqFV86R/K642K26t6uSOqmpNRJanYRqdk1rBfDmAYZFeKZZLoSzNAAYsI8RzoDiAqxyWhLHeUU2dl6NItNRzJZezC9VlNTwRgsG9k1il8Mbs9FAxOadsuNlszqBwOuMI7UJFj3AuxaUbnf0R/g1QuMdcMX/AkCI2q8dUiAH3dM6sFNY7sYieT3hzlTIZHcdTKHaxZs4LIhiTxySV/aRwQ11isTQtRSfUYgv8NIEKcD1wDzgSla6zWu558Gfqm17ty4oYr6khFIYXfaGb90PIWO8pGX9y97n17tepkYlaiL/GIHB07nsT8tl/2nctmXlsv+tFzScoqb5PtFhdiIDw8kPjyAhPBA4jy+jncd0SE2LBaF1pq5K+eyKXWT+/ogvyDev+x9OoZ1bJL4qqW1MTKy7kU48FWV3RzWQPa3v4K1sddyyB5LRl6x6yghPa+4yjVZ55JFUZ5sVjG6GRMaQGyYkWz6W5vPqO+5oLXmRFYhO09ms/loJj8eyWRPag61/dPG32qsabywfwLT+sdJ0lhfp3bB6r/Avs99Px8aDzOegQGz6rSOuKDEwaI1R/jP9wcpslf+/zEswI8/zuzPNSM6yhRyIRpBU05hvRT4iPKPaH8CRmrXjZRSPwIpWusr6hayaCqSQIqtaVv51Ze/cp/HBMWw6ppV8g9uM1TicHLQlSjucyWL+0/nkpxZ9bTL+gjyt9IpKojOUcF0igqmU7tgOkcF0zk6mI7tggi21W2CSkpeCld+dCUFjvI1ZSMTRvLqha9iUecoqSl1wN6PYf1LkLKt6n6BETDkSpj4JwiJ9tlFa01usYOMXCOhdCeXucWke57nFZORW0KhvZriIudQu2D/8mQzLIDoEBtRrsPz66gQG5HBLWt0s7CklKNn8jlwOo/dJ7PZlZLNrpM51W4J4Ut4oB/n94411jOGnyQ4oPz9OTxRioo1yImtsOopo4qrLz0ugEufg6judbrtybOFPPP5Xj5NSvX5/NS+cfxt1iDiwuUDACEaokn3gVRKTQQuB7KBf2utM13t0cAi4L9ShbX5kARSzN8+nwU7FrjPZ3afyTPnP2NiRAKMZHF/Wi47T2Ybx4ls9p3KpaS0cUa+QmxWusWG0D0mlG4xIXSNCaZzVAido4KJCbU1+gcIy/Yv48kNT3q1PTLqEeb0m9Oo36eS4lzY9jZs/A9kH6+6n78T2hVDuN1YnllxH8gGKChxkJFrjFx6JpZeiWZeCRm5xeQ28dTi2lIK2gW7Esqyx1DvRDM8yJ+wAD9CA41tUsIC/QkN8Gv0xFNrTXahnbScYk7nFnE6p5jTucUkZxVw1DUluzbTg6syuGMEk3rHMrlPLEM6RuLnGqmtah9I0UCHVsFnD0Lm4crP+QXBxX+DYTfXuarxj0cyeeLj3T63WYkI8ufJywdw2ZBE+XBUiHpq0gRStCySQIqbPr+J7enb3edPj3+ay3tebmJEbVNukZ1tx8+yxTXVbnvyWYobOE3Sz6LoHBVMt5gQuseG0M2VLPaIDSE2LOCc/iGlteaOlXewIXWDuy3IL4gVv1hBp/BOjf8Nc1KM/Ru3vAnF2VX36zACxt8LP13hvbyxERPIuiiyl3ollBWnzpa3ldR5dO1cCbZZCXUllmGu/Thtfhb8LBZj/06rBX9XklmqNQ6nxunUlDo1JaVO8osd5Ba59ggtMtav2ksb779H7/hQRnWLYmTXKMb3jCGmiiI4kkA2IXsR/PBPWPs8OH28jwfMgl+8UKu1kZ5KnZq3Nxzl71/u8znyf/HABJ6ZNYjI4DZaLVeIBpAEUrhJAtm25Zbkcv4751PqsX/XN1d/Q3yIFEquNa2NUa680+B0GHsDWqyuRz/wDzL+CKqQrNlLnWw7lsXqfemsPZjOnpQcark7RiVKQdfoEHrHh9I7Poze8WH0SQija3QINr/ms+4tNS+VKz++knx7vrttePxwXr/o9cabynpqJ6z/N+xabvz3qErvGTD+Pug81vgBLqmQTJuUQNZFicPJmfzy0cz0akY3swpKar32rzUJDfCjf2I4gzpEuJPGqFputSEJ5DmQvg8+/T84trbyc5Fd4Oo36lSptczRjHweWraDLceyKj3XKSqIV24cQf9EqekoRF009RTWscDdQC8gmsol67TWukedbyyahCSQbdvq46u5d/W97vPuEd356IqPTIyoGSvOhRNb4MRmI0nJS4PcU0bi6KhhDaJfEIQnUhLSnlRnJD8XhLMmK5LtxR05qBMppvafhrePCKRf+3B6xYfSx5Us9owLJdDf2sAXeG6s2L+CJzY84dV2/7D7uW3QbfW/qdNpTIvb8BIc/q7qftYAGHo9jLkLYnt7P9cCE8i6cJQ6ycwvm0Zbwpm8YjLzSziTX0JmXgmZBSVk5hvHmbxicoqax1Ta2rIo6NgumK4xIfRrH8bAxAgGdoigS1RwvbdFkQTyHNHa2EPyi9+BvcLemxY/uOBxGHs3WOr2IVOpU/Pa2sM89/X+SkWvAv0tPDNrEFeeZ0IhLyFaqCbbxkMp9UvgDcAO7AeqWXAihDCbbN9RDXsh7PvCKDefvBlO7wZdzymljkLIPIQt8xBdgC7ARQAB4NAWjuj2/Kw7sdvZla3O3iTp7hRjIy4sgMEdIxncMYJBHYw/iGPDWvaec7N6zWLlsZWsSynfI+6ln15iePxwhsYNrdvNCrNg+xLY/BpkHqq6X3A0jJwLI2+H0Nh6Rt6y+VktxLkq5taGvdRJVllSmedKNCscucUO8ors5LmmnOYVOcgrcTTJSGewzUpcWABxYYHEhRuPCREB7mnZnaKCCPBrGR+iiAqUgmG/NGYDLLsF0naWP+d0wMo/QvImmLUIbMG1vq3Vopg3sQdT+sTx4LIdJJ0on8peZHfywLs72JGczaOX9mtzFYqFaEr1qcK6DygFpmmtU5okKtGoZASybbv8w8s5nF1eyODFKS8ypfMUEyMymdZwfIORlOz5CIprt0dcY3MqP+xxg7B1G4vqNBq6jG9Vic+p/FNc/cnVZHusTWwf0p5lv1hGREAt1jylbIfNi2DniupHf6N7wti7YMj1xlTi6rTyEchzxenUFNhLXWsX7UZiWezAUWqsb3SUahxOp3tNo9UCVosFq1JYLeBnsbiL8oR6FOgxY4RdRiBNYC8yEsYfF1Z+LnEYXP8OhNV9iUWxo5SnPt3D4o2VxzVGdm3H/DnDpEqrEDVoym08ioCHtdYv1Tc4cW5JAtl2nco/xfTl093nVmVl7XVrCbWFmhiVSfJOw5Y3YMcSyDpa9+v9AiE0Dqc1kNzCIvILi8DpwA8nYRQQpEpqvkdN4vpD1/Oh20ToOh6C2jX8nib6Lvk77ll1j1fbBZ0v4PnJz/su7pN/BnYuM/4bpe6o/uZdxhtT3nrPqP20N0kgRQWSQJpo76fw0V1QdNa7PaITzHkP4vvX67bvbUnmsQ93VZrS2iEyiLduHUXPuDb4758QtdRkU1iBE0DLnl8lRBvhubE7wKCYQW0veSzKNjaU3/gf8CjsUqWYPtBpJHQcBdE9jA2wQ+NIK7bx5oZj/G/jMR9rxzTh5JOgsmivMhkaWci4qDz6WpIJz9mHOlvLmf6n9xjHj68ACtoPLk8oO4+FwJZVEGJyp8nc2O9GFu9d7G779vi3vLvvXa7re53RUGqHA18bI8L7v/JdrbGMxR/6Xw5jflOvohtCiGak30zjd9yS64zlA2Wyk+H1i+CaN6HnBXW+7bUjOtEvIZw7F2/l5Nny2QsnzxZyzYL1vHHLKIZ2imyEFyBE21WfBHIBcINS6nmtdfPYOVkI4VOl9Y+JbWj9o73QmCK19nljHV1VQuJg0NXQfQp0HAHBUV5Pp2YX8q9P9vPh9pPVbDOgCI2I4YLzhnDF0A70SQjzfrooG07vNQrznNhsrPWpcRRUG6NwqTtgw79BWSHxPCOZ7HY+dBpTp7VCZnlg+ANsTdvK3sy97rZnNz/L0Pxc+h7faqxBrTgCUVFEJxhxC5z3y1Y1zVeINi+yM9z6JSy/BQ5+U95enAP/uwZm/guG/6rOtx3UMYJP7pnAvUt/Yu3BDHd7VoGdOYs2suDG4UzsLb9LhKiv+kxhnQL8FbAB84EjGGsivWit1zRGgKLhZApr26S1ZuqyqWQUlv/j+daMtxgWP8zEqM4BrWH7/2DVXyC3imXaVhv0uQSGzoEeF4C18mdp+cUOFnx/iEU/HKbI7ruwjs1q4bKhiVw9vCOjukbVrRJkbhqc+BGOb4Rj64xEsS4FfCz+0HGkkUx2PR86DG+2CeXxnONc+8k15DvKqy92LbHzbsopgqv8N0hBj6lGUZzeFxnbpjSUTGEVFcgU1mai1AFf/Ba2vFb5uYuegbG/qddtHaVOHvtwF+9sTvZq97cq/nntUC4bkliv+wrRWjXlGsiKf+FUvIHC2MZDSqU1E5JAtk0Hsg4w6+NZ7vNgv2DWXr8Wf4u/iVE1sdw0Y03NwZW+nw+OgfMfNLZ5qGJ9YalTs3xrMs99vZ/03GKffdoF+3PTmC7cNLZr41VMLTwLx9YbFWGPrIG0XXW7XlkhYaCRVJYdUd0r7U15zhRkul6L8Xo+L0zmd3ExXl0uycvnb+lnvPeBiultFMQZPBsiOjRuTJJAigokgWxGtIaNL8NXj1LpT8sLn4Zx9/i8rObbap77eh/zV3tXcVYKHp/Zn1+N71bPgIVofZpyDeQt9bhGCHGOVZy+OiJhROtOHvd8DJ/cB4WZlZ8LCIdx98KYX0NA1WtAtx7L4tEPdvLzqVyfz3eLCeG2Cd24alhHgmyN/BlZUCT0vcQ4APIz4Oja8oQyY3/11+vS8imvm1812mxhENcX4voZBXri+hkJWmh844zogbE/Y84JY3ruqV1wKslIfitM0b0E2JSbx/th5T//z0ND6FNSwq0l/jDgChh6gzGSalbSK4Qwj1JGReXILrDiNnAUlT/39WPGdh8THqjHbRUPX9SX6JAAnvx0j7tda3jikz04nJrbz+/eGK9AiDajzgmk1vqtpghECNG42sz+j0U58OXvjWmrFVkDYPQ8mPB/ldY2eipxOPl/3+7nP98dwuljACImNIAHL+zNtSM6Ya3nhuV1FhJjJFUDrjDOc08Zo3lH1xgJZW0qyZbkGmsuT2z2brf4QVh7CO9gjPKFtQdbKNhCjGmw/iHGlhi6FBzFxh9yjmJjXWnBGchJMY7cFMhJrb7wjYffn8liR4CNQzabu+2FqCh6TH6BSV2m1vIHI4Ro1frNhDnvGsV1PLfw+eYJI4mc+HC9bnvrhG5Ehdh4aNkOHB6/6J/+bC/BNj/mjO7cwMCFaDvqMwIphGjm7KV2Np/yThrGth9rUjRNKOUneO+X4KvKaacxcOUCiKp+etK+U7k88O529qRW3g8ywM/C3PO7c+fkHoQGmPzrMiwBBl9jHABnk8tHJ49vhKwjtb+X02FUOsxOhuSauzcKZSEo8Txe6HgeczLXkutaD6nR/G7dH1gcvpie7Xqeo2CEEM1a98lww3uwZDbYy9dOs+ppcJbC5N/X67ZXnNeByGB/fr14G4X28vIdj364kyCbhSvP69iwuIVoI+r1F5FSqhPwZ+BCIA6YobVepZSKBf4O/Edrvbm6e7juYwHuA+4AugLpwHvAn7TWNdbbr+v1SqlLgMeAIUAx8C3wW611pb+8lFJ9XK9lEkbBoG3A41rrVT76RgBPA7OAaOAQ8G9gga6wyLS2MSul/IGXgJFAFyAMSAF+BP6mtf6ppp+PaLuSMpIo9PjkNiYohh6RPUyMqAns+wKW3+r9xwUYxWWm/AHG31ftNM1Sp+b1tUd49qt9lJRWLl5zxdBEHp7Rlw6RNWxOb5bITkYRoKFzjPP8DDi5tXzE8eRPUJxtXnzKAnEDXFVjJ0KXsRAYQVfguZPr+fW3v8bpKhqUb8/nnlX3sPTSpUQGNmF5/R5zm+7eokWaO0zeE81Wt4lww3KjGqvnFkzfPQN+AfWazgowuU8cr948glve3OzeK1JreGhZEkH+VmYMbN8Y0QvRqtWniE43YCMQ6HqcBkwvS6yUUknABq31HbW41/8D7gU+AL4A+gH3AD8A07SuviRhXa5XSs0ClgM7gEVABHA/RgXZEVrrFI++PTASNQfwApANzAUGAhdrrb/x6GsD1gLnYSR8e4GLgSuBP2utn6hPzEqpEOB7YD1wGMgFOmOsQU3AlbRX9/MpI0V02p752+ezYMcC9/nM7jN55vxnTIyokW1aCF/+rnLV0pg+cNUiaD+k2svP5BVz95Kf2HD4TKXn4sODraLcAAAgAElEQVQDePbqIS2/xLvWxjTT03td+0u6Hs8e971OtCECI4w1lvEDjUI+CYMgtl+1VWEX71nM3zf/3attVMIoFkxf0LrX6goh6ub4Rlh8FZTkebdf+QoMua7et/12bxp3vL3Vazqrv1Wx8JcjmNInrt73FaIla8oqrEuAKcAooBA4jZH4lCWQfwN+obUeUMN9BgA7gQ+01ld5tN8DvAjcoLVe0hjXu0bzjmIkhAO01nmu9qHAVuA1rfU8j3u8B1wFDNdab3e1hQK7gSKgb9nIolLqNxjbmdyrtX7J4x4rgF8AvbTWxxrjNbv6tgeOAyu11pdU17eMJJBtz02f38T29O3u86fHP83lPS83MaJG4iyFr/8IG+dXfm7kXLjwKWPtXjX2ncrltrc2cyKrsNJzvxiSyFOXDyAy2ObjylakpMC1jvEEZJ+E/NNGm73A+COt7GuLH/gFGp/2lz0GhhtrJ8MTjcew9tUWJqqK1po/b/gzKw6s8Gqf3Wc2j415rLFeqRCiNUj+Ed6eZazrLmPxM9ZK9pxW79t+lpTKPUu3ea19D/Cz8OYtoxjbI7oBAQvRMjVlAnkaeElr/ZRSKhpjCqZnAvlrjCmWETXc52ngUWCi1voHj/ZA4AzwfXUJUl2uV0pNA1ZiTBN9qsJ9vgVGADFaa7tr5O8MsE5rfUGFvn8EngRGa61/dLWVjT5Ga62LPPqeD6wBfqe1/kdjvGZXXytwFtilta7VojZJINuW3JJczn/nfEp1+fqOb67+hviQeBOjagQlBfD+XPj5U+92ZYFLnjX2C6zB6p9Pc8/Sn8grdni1hwf68fSVg2RPsHPMXmrn9q9vZ9vpbV7tDw5/kF8N/JU5QQkhmqcja4yRyNKS8jb/EPjVp9Ch/vsbL996goeW7fBqCwv044PfjKdnXN0/HBOiJattAmmpx73DgdRqnrdRu7WVIwEnxlRRN1cStt31fGNdX/b1Bh/32Yjxmnq7zgcDAdX0dd/PtZ5xGPCTZ/Lo8qMrvopx1Ok1K6WsSqkYpVSCUmoksAQIBT73EZ8QbD612St57B7RveUnj8W58PYVlZNH/xC4/t0ak0etNa/+cJjb3tpcKXkc3S2Krx+YJMmjCfyt/jw/5XkSQ7x/9v/c+k+W719uUlRCiGap20Rj2qrnzrH2fFhyLWQervdtrx7ekaeuGOjVllvk4La3NpOVX1LFVUK0bfVJIJOB6qanjgEO1uI+iUCG1trXTt0ngRjX+sLGuD7Ro91XX4AO9ejbDgjy1dcV1xmPvnWNuUw/jFHeVIzE8yLgGdchRCXrU9Z7nY9NbOHVV0sKjEp8yZu828Paw61fQO8Lq7/c4eSR93fy9Gd7K23Rcf2oTrx922gSIgIbOWhRW1GBUbw49UWC/bzXSz654Um+PPKlSVEJIZqlgbNgxt+82/LTjemteen1vu1NY7rw8EV9vNqOnSngjsVb3YV2hBDl6pNAvg/cqpTy/LimbD3gVcA1GFVFaxKMUQnVlyKPPo1xfdmjr/5N1besv+drqM9rPgJMBy7FqN66H6MAUEAV9wFAKTVPKbVFKbUlPb3+v1RFy6K1Zu3JtV5t4xLHmRRNI7AXwTtz4Ng67/a4AXD7NzUWyyl2lHLn4q28s9l7rwqLgj/N7M9frxyEza8+vwZFY+oT1YeXpr6EzVL++ZlG88gPj7DmxBoTIxNCNDtj7jSqbHvKOgJLrzP2q62n30zuwTXDvbfx+PFIJo9+sJO6LvcSorWrzzYefwFmApsw1vhp4PdKqb9iFNbZDvyzFvcpwNgCxJdAjz6NcX3Zo6+kq6n6lvX3fA11fs2urT08q76+jrGlyPsYo5E+aa0XAgvBWANZVT/RuhzPPc7JvPIBcX+LPyPia5zK3jw5SmDZr+Dwau/2xGHwyw+Nyp/VKLIbyeN3+7w/QAkL8OOlOecxWarsNSuj2o/iuUnP8cB3D7inYDu0g//77v9YMG0BIxIa4X28RHmfz5FfjWbSWpNdnM3JvJMk5yVzMvckOSU55Nvzybfnk2fPo8BeQFFpETaLjQC/AAKtgQRYAwj0CyQiIIIOIR3oENaBDqEdSAxNJMBa7Werlag/e78n9OPynmgRLngCctMg6Z3ytpNb4LMH4bKXQKkqL62KUoq/XDmIY5kF/HikvFL1sq0n6BEXyp2TWtlWWEI0QJ0TSK11jlJqLPAUMAdjMvp0jMIuLwOP+lgP6EsK0F8pFeBjSmcHjKme1U0+r8v1KR7te330hfJpqCkV2qvrm4VRibZSX6VUAMaekN/XM2aftNZ5Sqn3gd8ppXporQ9V11+0LetOeo/UDYsfRrB/dQP5zVSpwyiYs/8L7/b4QXDjilolj/Pe3sqa/d7JY+eoYF67eQS94sMaO2LRCKZ0nsLTE57mDz/8AW1MbKG4tJi7V93Naxe9xoDoaot7i2aswF7A3sy97M7Yze4zuzmcfZgTuSfIs+fVfHEdxAXF0TuqN0NihzAkdgiDYgYRapNCKK2OxQKX/9uoIH3IY0ezn96GxKG1Kqrmi83Pwis3DueKl9dx7Ez55/l///JnukaHMGNgQkMjF6JVqM8IJFrrHIzplPcppWIxksh0Xbcx/s3AhRijlhUrkg7FGN1srOs3ux7H4jGa5zIGyMGYGgrGNhvFrr4VjXE9bgHQWjuVUtuA83wkhaMwpgh7lj9t6GsuU7ZPQRQgCaRwq7j+cULiBJMiaQCnEz66C/Z86N0e08cYeQyOqvbywpJS5r29hR8OZHi194gNYencMcSFy3rH5mxm95nkleTxl01/cbfl/3/27js8ymJ74Ph30ntooSSE3nsJvUqHAEqV4gVRULBwERuKSFEUGxYUfyqiXgVUpPfee5HeOwRCaIH0tu/vjw3ZfdM22ZRNOZ/nycN9z87MzubGbM6+M2fiIhi1fhSzO86mQckGNpydyKjgiGD23trLweCDSQmjIf2jnbNFSFQIIUEhSUv5FYoqRavQ0Kch7fzb0bxMc5zsC/gxPYWFvSP0/wV+6gD3zf4UWvO28Vza8tZt3yjq7sTPw5vQd/YuHkUbi65pGrz21xEqlmhF9dLyAaQQmd78o5RqqZSarpRaqJRah/Gu46tAs0wO9RfG5a/jksVHYdwHOM/sOSsrpWpY2x/jXcBbwMjE8xwfj1sfaA8s1DQtDox3+IAVQPvExx+39QBGAufRV1FdkPh8L6A3DuO5k+b7QTPzmn0Sq7zqKKVKY9xnGo7xXEohAIhNiGV/sK7ALy398uH+x83T9MuSAIpVguHLwb1Eul2jYhN4/rcDKZLHqiU9+POFFpI85hODagxibMOxulhYbBij1o9ix40dafQStvQo9hGbrm1i+t7p9FrSi87/dGbSrkksu7iMC6EXciV5TI2GxvkH5/n73N+8vOll2v7Vlje3vcnay2uJiIuwyZxENnItAoPmg/ldZkM8/D0MHt6wetgqJT34/pnG2NuZlsJGxSXw0rxDRCSr5C1EYZThcyCVUl4Yk6Vu6GooJ9GAVcBQTdPCUnk8tTFnAa8ASzAeS1ETGAvsAjpomvEdRyl1BSivaZqypn9i2wEYE7ijwE8Yj+54LXHejTVNCzJrWwVjkhgHfInxDuUooC4QqGnaOrO2TsBuoD7wDcYlsj2APsCHmqZNsvI1j8OYaC7BWEgnFuNRI8MxVn8dqWna3Ix8n+UcyMJh3619jFxvWrZT0rUkGwdsRFmxF8RmjiyApaP1Me9yMGI1FPFPt2tMfAIjfjnA7ov3dPHqpTyZN6oZJTwytzdK2JamaXx5+Et+OfGLLu6gHJjeejo9KqV7ZG7qZA9ktgqOCGbL9S1suraJg8EHdccHZZSzvTNlPcpS1tP4VcK1BG4Obrg7uuPh6IGboxsuDi7EJsQSkxBDdHw0MQkxRMVHcTfqLkHhQUlftyNuJy19zggnOyfuht3lfvh9wqOMS2llD2Q+dXoF/PWMPubbEEasBUfrPzict+8qE5ec0MWeauDLl083yF/vrUJkUEbPgczMEtZ/gE7ATuBn4BjGxMoL49mJIzEW1/kLYwKVEeOAKxjv3gUCd4FZwPvmyV929Nc0baFSKgp4D/gc4zLVTcDb5sljYtsLSqlWwAxgAsazLQ8D3TRN25isbaxSqhPwITAY477Hixjvyn6XhTnvwHguZC+gdOIcbmNcgvu1pmn6tYqi0Nt1U7//sYVvi/z1BndtH6zQ33XCvSQMX2YxeTQYNN7651iK5LFGaU/mjWxGcUke8x2lFK81eg1Xe1dmH52dFI/X4pmwYwKhMaEMqTnEhjMsnK48vMKGqxvYfG0zJ+6dsNzBTAWvCtQqXovaxWtTs3hNKnhVoIRriWz7PRWXEMfVR1c5eudo0telh2mfDxhriMXL3Qsvdy9i4mJ4EPaAB9EPKOpSNFvmI3JRzV7Q9i3Y/qkpdvNfWPkaPDXbqqI6AEObleffa6H8c8h0N3PpkZs0q1ScwU3LZXXWQuRbGboDqZTqCqwBvtA07c102n2O8a5eN03TNmTbLEWWyB3IwqH/8v6cfXA26frTtp/SvWJ3G84oE0KvGfexRJgVvbF3Nt55LGu5+uZn687w3Rb9duBaZbz4Y2QzirnLfqf8bsGZBXy87+MUd5fG1B/DmPpjMp6AyB1IqwRHBLPuyjpWX17NqXunMtTHXtlTz6cezcs0p3GpxtQqXgtPp9zfO/Yw5iFH7xxl6/WtbL62mXvR99Jt72TnRJcKXRhWaxg1i9fMpVmKbGEwwJ+D4Vyy82N7z4JGw6weNio2gSe/28m526aCT04Odix5qSW1fdMv6CZEfpPRO5AZTSB/BdoBldIrlJO4Z+8isFXTtBEZn67ISZJAFnx3Iu/QYWGHpGuFYvvT2yniUsSGs8qgmHCY2xVuJ7ub0XcO1Btgsfv8fdd4d8lxXaxiCXcWjWkpyWMBsvrSaibunEi8pt9/1L1id6a0mJKxasOSQGbYo9hHrL+yntWXV3Mw+GCGloZW8q5ES9+WtPBtQeNSjXF3dM+FmWZcgiGBY3ePsenqJjZd28SN8PT3yD3h/wRj6o+RRDI/iX4IP3WEe+dNMQdXeHEb+FS3etgLIWH0/nYXkbGmZdoVirux4tXWeLo4ZmXGQuQp2Z1AHgc2apr2Wgbafgl00jStboZmKnKcJJAF37ILy3hv13tJ13VL1GV+4HwbziiDDAbjvpWzq/TxNm9Ax0mp9zGz5WwII387SILB9HusuLsTi19qSfnieeuPV5F1O4N28tqW14hO0J8UVaVIFWa2n0lF74rpDyAJZLoSDAnsvbWXZReWsenaJmIN6Z4qBUA9n3p0LNeRDv4dqOBdIecnmU00TePInSP0XtgbL3cv7FLWrEsiiWQ+c+cs/Nge4syO1S5ZG0ZtAkfXNLtZsuxIEP/984guFli3DN8OaZi/tosIkY6MJpAZrcLqB5y12MroLFA2g22FENkg+f7Hlr75pPrq1o9SJo81esITEy12PRH0kJfnHdYljy6OdswZHiDJYwHV2q81P3X5CS8nL138QugFBq8azIarsnPCGpcfXubrw1/TZVEXRm8czZora9JMHhWKpqWbMqn5JDYP2My8HvN4rs5z+Sp5BOMe24YlG3Lj7g3OXj9L8P1gYuNSf81brm9h4MqBjN08Nt09lSKP8KkOPT7Tx0JOwvr3Um+fQU828Eux73HV8Vv8se9alsYVIj/KaALpBWSosmpiOzm1V4hcYtAM7L25Vxdr5dfKRrPJhAubYPvn+ljputD3R+Mh0em4GRrFc78e0C0nUgq+GdSQhuWkAEZB1qBkA+b1mEeVIlV08Yi4CMZvHc/nBz4n3iBl9i0Jiw3jn3P/8MzqZ+i9tDdzjs8hJDIkzfa1i9fmzYA32dB/Az93/ZmB1Qfi4+aTizPOOQmGBO4+usu5oHN82+Fb6pZIfQHVlutb6LesH58d+Iyw2Iz+SSRsosFQqJtsC8SBOcZqrVkwuVctapXRf4A1fdUpLt0JT6OHEAVTRhNIO8hEbWwrzpcUQljn9L3TPIh5kHTt6eiZ5h9AeUbYbVjyIrpfK+4lYfCf4JT+3cOY+ATGzDtMSFiMLj65Zy261C6dA5MVeU0F7wrM6zGPHhVTFvz+7dRvDF87nAsPLthgZnlbgiGBPTf3MGHHBDr83YGpe6Zy9M7RNNv7efgxpv4YVvZZyZ89/2RY7WGUci+VizPOfe382zGvxzxmd5yd6u/ReC2e/536Hz2X9GTx+cU2O99SWKAUBM6EosmWtS97GUKvWz2si6M9s4c2wsPZdIhBdJyB8X8fJT5BfhZE4ZGZYzx6JB5ib0ljaycjhMi8nUE7ddfNyjTDwS4z/2nnMkMCLB6pr7iq7KD/XPC2vPp9+qrTHL0eqos937oiz7aysP9NFChujm7MaDODBiUb8OmBT3V3HY/dOcaAlQN4vs7zjKo3Cmf7wn2My/kH51lxaQWrLq1K9y4jgKuDK13Kd+HJKk/SuFTjdPcGFlRKKdqUbUNrv9bsurmL2Udmc/yuvlDX/ej7TN49mb/O/sU7Td+hQckGNpqtSJOLF/T/GX7uAo9/P0Q/hEUj4dlVYG/d+2SFEu5M7lWLN/85lhQ7cj2U/9t2kVc6VM2OmQuR52Xmv54hiV8ZIZUJhMglu2/qjwTN88tXd8yEy9v1sXZvQ8U2FrsuOxLE//Zc1cU61CjJxB5S3KIwUkoxuMZgahWvxetbX+d25O2kx+IN8fxw7AfWXVnHlJZTaFyqcH22eTfqLqsvrWbFpRWcuX/GYvuAUgE8WeVJupTvkrGKtoWAUorWfq1p5duKdVfX8cXBLwiOCNa1OXXvFMPWDGNIzSGMbThWvnd5jV9j6DRFv//x+l7Y8Tm0n2D1sP0bl2XDqdusP2X6nfPVxvO0r16SOn5ytIco+DJahbVdZgfWNG2bVTMS2U6qsBZcYbFhtPmzDQmaaS/g+n7rKeNRxoazSsfV3fBrIJgv+6rQBoYtAzv7dLueux3Gk9/uIirO9FrLFnVl1att8HaTMuqF3f3o+0zeNZmtN7am+ni/qv145f5yStibVUvsfih3JpdLouKj2HxtMysurWDPzT0Wl1f6uvvSu0pvelfujb+nfy7NMm9p/KP+g4VDL6T9MxEVH8WvJ35l7om5KSoBg3HJ75SWU2hepnm2z1NkgcEA8wfAhY2mmJ0DjNwEvtbfOb4bHkPXL7dzL8JUfKlaKQ+Wv9IaF8f038+EyKuy9RgPkb9JAllwbbq6iXFbxyVdV/SuyPKnlttwRumIuAf/1xrCbppibiVg9E7wSj/hDY+Jp/e3O7l0JyIp5uRgx+IxLeXTXpFE0zTWX13Px/s+TvXAeBd7FwZWH8iIOiMo4VrCBjPMfgmGBA7ePsiKiyvYcHUDkfGR6bZ3dXClU7lOPFXlKQJKBxTKJapZdSv8Fl8c+oJ1V9al+nj/av0Z33g8nk6euTwzkabwO/B9S4gwW8LtU9N4PqSD9Uvc158M5oXf9R86jGpTkYmBtaweUwhbkgRSJJEEsuCatmcaC88tTLp+puYzvN30bRvOKA2aBgsGwbm1+vjQRVC1k4WuGq8s+JdVx27p4jP61mVQspLqQgA8jHnIl4e+ZNH5Rak+7mzvzMDqA3muznP5MpGMM8Rx4NYBNl7byOZrm1NNls3ZKTual2lOz0o96ViuoyyzzCb7bu1jyu4p3Ai/keKxkm4l+aDlB7T0yydHKhUGZ1bDn4P1sdavGZe4ZsEbC4/yzyHTz4BSsGBUc5pXKp6lcYWwBUkgRRJJIAsmTdPouqgrtyJMidXsjrNpU9byXsJcd+hXWPFffazVf6HzNItdf9l1makrTuliAxqX5dP+9eTwZpGuA8EHmLZnGlceXUn1cWd7Z3pXNi7hrO9TP0//PIXHhrMveB+br21my/UtGTpGolrRavSq1IselXpQ0q1kLsyy8ImMi2TWv7OYd3oeWirlH4bXGs7YRmNxsneywexECkvGwNH5pmtlB8+tB/8mVg/5KDqO7l/tICg0KilWtqgr68a1xd05Dxe0EyIVkkCKJJJAFkznH5yn7/K+SdfO9s7sGLQDVwdXG84qFQ+uGpcOxZqdk1W2CYxYA/bp7108fesRT367i1iz8ug1y3ix5KWWssdEZEhsQiyLzi+yeM5hBa8K9Krci56VeuLr4ZuLM0xdgiGB0/dPsytoF7tv7ubYnWPEa5bPt/Rx9SGwUiA9K/WkerHquTBTAXAk5AiTdk1K9cOKmsVq8knbT6joLZWibS4qFGa30G+lKF4FXtwBTtbfmd9z8R6Df9Kfx/x864pM6ilLWUX+IgmkSCIJZME05/gcvj78ddJ1G782zO4024YzSoXBAP/rDVd2mGKO7jBmFxRL/4+p6LgEnvpuF2eCTXdaPF0cWPFKayqUSP+sSCGSi0mIYfH5xRYTSYDGpRrTokwLmpRuQp0SdXLl7lFEXAQn7p7g+N3jHLtzjH9D/iU0JtRyR8DD0YP2/u3pVakXzco0w95CQSqRM2ISYph9ZDa/nvw1RQEjVwdX3m7yNn2r9s3Td7oLhQsb4Y9++lizMdB9RpaGnbbiFHN3XU66tlOw5KVW1PcvkqVxhchNkkCKJJJAFkzD1wzncMjhpOv3mr3H0zWetuGMUrHvR1jzpj4WOBOaPG+x6/RVp/hpx2Vd7LshjQisl0crzIp8ITOJJBjv7Nf3qU9AqQCqF6uOv6c/fh5+Vu8jjIqP4tqja1wLu8bVR1e58vAKJ++d5GLoxVSXQKaliHMROpTrQMdyHWleprkskcxDDt0+xIQdE1Ic+QHQuXxnpracKgV2bG3FODj0iz42fGWGjpNKS2RsPF2+3M6NB6alrDVKe7Li1dY42kuxKpE/SAIpkkgCWfCERofS7u92uk+589zxHfcuGquuxplVhazUHv6z1FhlIB27L95l6Jx9mP966tvQj5lPy2HdIgvWmI5siNM0dtb5guUXl7P1xlbiDZaXh5or7lIcf09/SrmXwsXeBWd7Z5zsnZL+jY6P5lHsI8JiwwiLDeNR7CPuRt3VnVWZWRW8KtDKrxUd/DvQqFQjHOxkf1VWZeYYj8x4GPOQaXumsf7q+hSPlfMsx8z2M2WJsS3FhBm3VoReM8WKlIeX9oCT9Stctp27w/C5+3Wxt7pV56X2VaweU4jcJAmkSCIJZMGz8tJK3tnxTtJ11aJVWdx7sQ1nlIwhAX7pYTyw+TFnLxizG4qkf97cw6g4un+1nZsPTees+RVxZc24Nni5yHmPIgvmJ/vgYojx/S80OpS1V9ay4uIKjt09ZoOJpc7TyZPmZZrT0rclLX1b5om9mQWNmqr/mdAmZ9/fRJqmsfTCUj7e/zFR8VG6x1zsXZjUYhK9K/fOtucTmXRlp/FcYnMtX4UuH2Zp2Nf+OsKSf4OSrp0c7Fg3ri0VZeuFyAcymkDKx5dC5EPbb2zXXbcr285GM0nD3tn65BGg60cWk0eAyctO6JJHpeCLgfUleRQ5pohLEQbVGMSgGoO4/ug6+4P3c+D2AQ4GH8zSHcPMquhdkbol6lLfpz51S9SlWtFqsp8xH1NK0adqHxqWbMhb29/i9P3TSY9FJ0QzcedEjoQc4e2mb+Nsb/1ZhMJKFVpD0xdh/w+m2J7voE5/8LV+tct7gTXZejaEB5FxAMTGG3h38XHmj2om+19FgSEJpBD5TLwhnp1BO3WxPJVA3jkHmz7Qx6p2gYbPWOy64uhNlh65qYu90KaSnKclco2/lz/+Xv70q9YPTdO4EX6Dg8EHOX73ONfDrnMj7Aa3Im6RoCVYNb6dsqOMexnKe5WnnGc5ynuVp1KRStQpUQcvJ69sfjUiL6jgXYHfe/zOjP0z+OfcP7rHFp5byKl7p5jZfqbcYbaFjpPgzCp4lHiOo2aA5a/CqC1gb92fyMU9nJnUsxbj/z6aFNtz6R4LD95gYBPLH6IKkR9IAilEPnP0zlHdGXBFnItQt0RdG87IjMFgPO8xIcYUc/GGXt9Y3Pd4+1E07y09oYvVKO3J+C7VcmKmQliklMLf0x9/T3/6VO2TFI8zxBEcEcz1sOs8iH5AbEIssQmxxCTEEGsw/uti74KnkydeTl54Onni6eSJt7M3ZdzLSMGbQsjZ3pnJLSZT36c+H+79kBiz35En753k6ZVPM7P9TJqUtv48QmEFZ0/oORPmDzTFgo/B3u+MZxVbqU9DP5b8G8SO83eTYtNXn6Z9DR9KerpkZcZC5AmSQAqRz2y7sU133dqvdd5Z5vbv73Bttz7W/TPwSr+4j6ZpvLf0BA+j4pJiTvZ2fDWoAc4OeeS1CZHI0c4xKbEUIjOeqvIUNYvV5LWtr3E97HpSPDQmlBfWv8DbTd/m6epPy1LH3FStK9TpBycWmWJbPoaavS0eN5UWpRQf9alLly+3ExVnXK3wMCqOj1ef4UspBicKAKkrLEQ+s+PGDt1127JtbTSTZMJuw4ZJ+liVzlBvYOrtzaw+HsyGU/q9Zm92rU6N0rKkTwhRsFQvVp0/e/5Je//2uni8Fs/0fdOZtncacQlxqXcWOaPbDHAxO68xPgpWjoMsFJr0L+bG+M76FTRL/g1i36V7Vo8pRF4hCaQQ+ciNsBtcCL2QdG2v7Gnp29KGMzKz7h2Ifmi6dnSDwC8sLl0NjYxl8nL90tWG5YrwXGvrPvkVQoi8zsvJi2+e+IaXG7yc4rF/zv3DyPUjuRcliUau8SgJXafrY5e2wtE/szTsiFYVqFFaf+bnpGUniEswpNFDiPxBEkgh8pHk1VcblmyIt7O3jWZj5vxG/fIfgCfehaLlLXadvuo0d8Njk64d7RWf9KuHvZ0s4RJCFFxKKUbXH81XT3yFm4Ob7rHDIYcZtGoQZ++ftdHsCqEGQ6FishU9696BiLupt88AB3s7Pnyqji527nY4v+2+YvWYQuQFkkAKkY9sD9InkHli+X7OOl4AACAASURBVGpsBKx6TR8rXQ+ajbHYdef5uyw8dEMXe/mJKlQr5ZlGDyGEKFg6luvIHz3+wM/DTxcPjghm2JphKT44FDlEKej5FTiYFbmJegAbJmdp2IAKxejfuKwu9uWGc9x+FJ1GDyHyPkkghcgnIuMiOXDrgC6WJ47v2DoDQq+ZrpUd9PraYgn0yNh43lmiP7S9WikPXmpfJSdmKYQQeVbVolX5M/BPmpVupotHxkfy6uZXWXBmgY1mVsgUrwzt3tbHjvwBV/dkadgJ3Wvg6WJ6T4yITWD6qtPp9BAib5MEUoh8Yt+tfcQaTEs9y3qUpaK3jfcJ3jpmPHjZXLPR4NfIYteZ689x/X5U0rVSMKNfPZwc5NeSEKLwKeJShO87f8+g6oN0cYNm4KN9H/HJ/k9IMFh3/qjIhJavgk8NfWzVeMhCYaMSHs682bW6Lrb86E12X7R+eawQtiR/qQmRTyQ/vqNt2ba2LfVuMMDK18D8QHWvsvDERItdj14PZe6uy7rYsy0r0Khc0eyepRBC5BuOdo5MbD6RCU0nYKf0f6L9cfoPxm0ZR2RcpI1mV0jYO0LgTH0s5BTs+yFLww5tVp7avvrK4u8vOykFdUS+JAmkEPmApmkpju+w+fLVowsg6KA+Fvg5OHuk2y0+wcCExccxmFVH9yviyhtdqqfdSQghCpGhNYfyzRPf4OrgqotvvbGVZ9c+y+2I22n0FNmiQiuoP1gf2/oxPAyyekh7O8W0J/UFdS6EhDN35+U0egiRd0kCKUQ+cOb+GUKiQpKuXR1cCSgdYLsJRT+EjVP0sRo9oXp3i13/t+cqp2890sU+7lsXd+f090wKIURh0s6/Hb91+42SriV18dP3TzNk9RDO3D9jo5kVEp2ngYtZlfPYcGNV1ixoXL4oTwf462LfbDpPiBTUEfmMJJBC5ANbr2/VXbco0wIneyfbTAZg26cQYUpocXCBrh9Z7Hb7UTQzN5zTxZ5s4Evbaj7ZPUMhUhqi6b9EoadN1nRfeU3N4jWZHzifGsX0e/JCIkMYtmYY265vS6OnyDKPktDxfX3s1DLjsVVZ8Fa36ni7OiZdR8Qm8Nk6Oa5F5C+SQAqRD2y8pn/Dau/f3jYTAbhzFvb9nz7W6r8ZOvPxw1WnCY+JT7r2dHZgYmDN7J6hEEIUGKXcS/Fbt99SbFuIio9i7JaxzDs9z0YzKwQajwDfZEXhVr8BcdbfMSzu4cz4ztV0sX8O3+D4jYdWjylEbpMEUog87tqja5x7YLprZ6/sbZdAahqsnQAGUxKItz+0Gmex664Ld1lx9KYu9kbX6pT0dEmjhxBCCAA3Rze+fuJrhtYcqosbNAMz9s/g430fS4XWnGBnDz1nAmYF6x5chl1fZWnYoc3KUbWkqV6ApsG0lSfRtLx3F1yI1EgCKUQel/zuY0CpAIq62Kha6dnVcHGzPtblQ3ByS7dbTHwCk5ad0MVq+3rxTHPLdy2FEEKAvZ09E5pO4J2m76So0Dr/zHz+u+W/UqE1J/g2hCYj9bGdX8KDK1YP6WBvx3s9a+liB648YNXxW1aPKURukgRSiDxu09VNuuuO5TvaZiJx0bA2WQGBCm2g1pMWu87ZcZlLdyKSrpWCD5+qg72dDY8hEUKIfGhIzSHM6jALNwf9B3fbbmzj2bXPcifyjo1mVoB1eA/czfbqx0fDOstHVqWnXTUfOtTQF0j6ePUZouPkTrLI+2yaQCql7JRSrymlziilopVS15VSXyil3HOiv1Kqh1Jqt1IqQil1Xym1UCmV6knsSqnqSqmlSqkHie13KKU6pNHWWyk1SykVlDiPk0qpMSqVQ/oyOmelVFGl1H+VUusT20Qppc4qpX5USvknH1cUTMERwRy7e0wX6+Cf6o9hztszC0Kvmq6VPXT/xJgNpuP6/Ui+2XReFxvUpBwN5cxHIYSwStuybflf9/9R0i1lhdahq4dy4cEFG82sgHItAp2m6mNnVma5oM7EwJo4mH2QGhQaxU/bL2VpTCFyg63vQH4JzAROAa8CC4GxwAqlVEbmluH+Sqm+wErAFXgT+AxoC+xSSvkma1sZ2A20AD5NbO8BrFNKdUrW1gnYAIwG/kqcx1lgNjA5C3NuBnwBaMC3wCvAauAZ4LhSSr/2QRRIm6/pl4vW86lHKfdSuT+RhzdgR7KDlZuMhFK1LXaduuIkMfGmg5KLuTvxVlc581HYwL4X9F+i0HthxQu6r/ykerHqLAhckKJC662IWwxbM4x9t/bZaGYFVP3BULaJPrb2bYiPtXrIyj4eDG9ZQRebvfUiwQ/lWA+RtylbbdhVStUGjgNLNE3rZxZ/FfgGGKpp2vzs6K+UcgSuAPFAbU3TwhPjDYBDwM+apr1gNsbfQD+gsaZpRxJjHsBJIBqooSV+45RSLwHfAWM1TZtlNsYioBdQVdO0q1bMuQJgr2naxWSvuxPGhHWRpmn90/r+mAsICNAOHjxouaHIc55f9zz7g/cnXY9vPJ4RdUbk/kQWjoCTi03XbsXh1UPgmv5dxM1nbvPcr/qfvU/712NggNxEFzYwP9ndcjnKo9BTU/U/E3nxKA9LIuIieGPbG+wM2qmLO9g5MLXlVHpX7m2jmRVAN/+FH5/A+Nl+ok5TobXlQnJpeRgZR/vPt/AgMi4p1reRHzMHNsjCRIWwjlLqkKZpFg8at+UdyMEYy1olL2X1ExCJ8U5bdvVvB/gCcx4njwCJyeFW4OnEJJPEpaS9ga2Pk8fEtuHAHKAaYP4R1JDE5/sp2Ty+AhyBp62Zs6ZpV5Inj4nxjcB9oE7yx0TB8iD6AQdv65OvjuVssP/xyk598gjGs7EsJI8x8Ql8sPK0LhZQvij9G5XN7hkKIUSh5e7ozqwOsxhQbYAuHm+IZ+LOiXx/5Hup7pldfBtC42f1sW2fwqObqTbPCG83R8Z30a/KWXw4iCPXQ60eU4icZssEsglgAPabBzVNiwaOoE/Sstr/8f/ek8o4ewEvjIkhQD3AOZ22SeMlLjltBPyb+Lzm9ifOL/k8svKaUUp5A57AbUttRf629fpWDJpp6We1otUo51UudyeREA9r3tbHytSHhv+x2PWXXVe4fNdUOMdOwdQna2MnhXOEECJbOdg5MKn5JF5r/FqKx2Yfnc17u94jLiEulZ4i05J/gBoXAesnZWnIwU38qV7KUxebtkKO9RB5ly0TSF/grqZpMak8FgSUSNxfmB39fc3iqbUF8LOibVGMeypTtE2c1z2ztpmdc1rew3hn87f0GimlXlBKHVRKHbxzRyqy5UfJj+/oVK5TGi1z0KFf4Lb++A26f2o8GysdIY+imZWscM7gpuWo7eud3TMUQggBKKV4rs5zfNb2M5zs9H9KLL+4nDEbx/Ao9pGNZleAuBWDDskSxhP/GFfrWMnB3o73e+lLWxy+Fsryo9bf2RQiJ9kygXQDUkukwLjP8HGb7Oj/+N/U2udU28ftzV9Dll6zUqo/8DqwDvglrXYAmqb9qGlagKZpAT4+Puk1FXlQeGw4e27qb4Ln+vEdEfdg84f6WL2noVxzi11nrD1DRKypFLmXiwOvd5HCOUIIkdO6VezGT11+wttZ/4HdvuB9DF8znJvhkpRkWeNnoXQ9fWz1m8ZVO1ZqVaUEnWrqi+TNWHOGyFjrxxQip9gygYzEuFQ0NS5mbbKj/+N/U2ufU20ftzd/DVa/ZqVUD2AexqI/AzVZ11Cg7QjaQZzBtNyonGc5qhapmruT2PIhRJvtwXDySFnGPBX/XnvA4sP6m/Kvd6lOMXdLN9eFEEJkh0alGjGvxzz8PfUFyy6EXmDo6qGcvHfSRjMrIOzsocfn+ljIKTgwJ0vDTgysiaO9aZvHrYfR/CjHeog8yJYJ5E2MSzZTS6j8MC71TK82cmb63zSLp9YWTMtQM9P2ARCVWtvEeRVHv7zVqteslOoGLMZYBbaLpmmyBqWA23hVv3y1Y/mOpHKsaM65dRQOJrvJ3fZN8CqTbjeDQWPKcv0fJtVLeTK0WS7v3RRCiEKuvFd5/ujxB/V96uvid6PuMmLtCLZd32ajmRUQ5ZpB/SH62JbpEB5i9ZAVS7gzopX+ePL/23aRm6FRVo8pRE6wZQJ5IPH5m5oHlVIuQAPA0rkTmel/IPHfFqmM0xx4BJxLvD6OcZlpWm15PLamaQbgMNAwlaSwaeL8ks8jU69ZKdUVWAKcATppmvYglXmJAiQ6PpodQTt0sVzd/6hpiYVzzG5yF6sMzcdY7PrP4RscvfFQF5vcqxYO9rY+clYIIQqfYi7FmNNlDp3Ld9bFo+KjGLtlLH+e+dNGMysgOk0BZy/Tdcwj2Gh5pU56XulQheJmK3ai4wx8svZMlsYUIrvZ8q+6vzD+hZr88JxRGPcBznscUEpVVkrVSNYuw/2BbcAtYGTieY6Px60PtAcWapoWB0nHdawA2ic+/ritBzASOI++iuqCxOdLfgLxOIznTv5t5ZxRSnUBlmJMbjtqmnYfUeDtvrmbqHjTp42l3EpRp0QuntpyYhFcS1aEuNsMcEhr9bVRWHQcn649q4t1r1OallVKZPcMhRBCZJCLgwuft/ucZ2s/q4sbNAPT903ni4Nf6Cp+i0zwLAXt39HHjvwB1w+k3j4DvFwcU9QMWHbkJoeuyv0DkXfYLIHUNO048B3QVym1WCk1Uin1BTATY8I336z5JuC0tf0Tk8P/Av7ADqXUS0qpCcB64A4wOdn03gEeAuuVUhOUUi8BOzAuM3012f7DnzDuS5yplPoicR6Lgb7ADE3TLlszZ6VUALAM47mRvwDdlVLPmH9l5Pss8p9N1zbprjuW64idyqX/VGPCYf17+ljVrlCti8WuszZf4G64qUaUs4Md7/aomd0zFEIIkUl2yo7XA15nYrOJKd5Pfj35K29se4Po+OSnkYkMaToKfJK9161+AwwJqbfPgKeb+FOzjJcuNm3FSQwGKX8h8gZbrysbB7wB1MaYWA0CZgE9E5eHZlt/TdMWAr0xLk/9HHgbY1LYStO0oGRtLwCtMJ77OCGxfQTQTdO0dcnaxgKdgB+AwYnzqAG8CryfhTnXwVhYxxn4Evg9lS9RwMQlxLHl+hZdrFP5XFy+uuMLCLtlurZ3gm4fW+x28U44c3de1sVebFcZ/2LpFVIWQgiRmwbVGMQ3T3yDq4OrLr7h6gZGrh/Jvah7NppZPmbvCD0+1cduHYHD/7N+SDvF+z31x3ocvfGQJf+mdsKcELlPSTHPgi8gIEA7eNDSllKRF2y+tpn/bvlv0nVR56JsHrgZBzuHnH/yexdhdnNIMKvj1Po14x6PdGiaxrO/HGDbOdN5o77eLmx6vT2uTumfFylErpqfrBDVEHn/K+zUVP3PhDa5cPxMnLx3klc2vcLdqLu6uJ+HH7M6zKJq0Vyu+l0QLBwBJxebrl2LwquHjedGWmn074dYezI46bqUlzObX2+Pu3Mu/E0gCiWl1CFN0wIstbP1HUghhJmVl1bqrrtU6JI7ySPAuon65NGzDLR5w2K3zWdCdMkjwLuBNSV5FEKIPKp28drM6zGPKkWq6OJB4UH8Z81/2HFjRxo9RZq6fAiOZqtuoh6kPEs5k97tURMnsyJ0tx/F8MO2i1kaU4jsIAmkEHlEWGxYirLqPSv1zJ0nP78Bzq3RxzpPA2eP1NsniolP4IOVp3SxZhWLEVg3/eM+hBBC2Javhy+/df+NZmWa6eIRcRG8svkV/jj1B7JKLRO8/aBtsg9dD86Fm0esHrJccTeea60/1uOH7Ze48SC9Y9KFyHmSQAqRR2y8upFYg+kOoJ+HX4rzu3JEfGzisR1m/JtD3QEWu/6y6wpX7pneyOwUTO5VO3fPrBQio7od1H+JQu/gqIO6r8LGy8mL7zt9z4Bq+t/3Bs3AJwc+4cO9HxJniLPR7PKhFq9AsUpmAQ1WvwkG66vcvvxEZUp4mKqgx8Qb+CRZxXMhcpskkELkEasur9Jd96jYI3cSsX3fw33zJTHKWBDAwnOHPIpm1qbzutiQZuWo5euVRg8hbKxYY/2XKPQa+zbWfRVGjnaOTGo+ibebvJ2iQuvf5/5mzIYxhEaH2mh2+YyDM3RPVlDnxn449pfVQ3q6OPJm12q62IqjNzl4RU52E7YjCaQQeUBIZAj7b+3XxXJl+WpYMGxL9mbX+FkoY/nO54y1Z4iINZUp93Z15PXO1dPpIYQQIi9SSvFMrWeY1WEW7o7uusf2Be9j8KrBnH9wPo3eQqdqZ6jeQx/b8D5EP7R6yP6N/amd7MPZaStPybEewmYkgRQiD1hzeQ0apjeCmsVqUqlIpXR6ZJONUyA23HTt4g0dJlnsdvjaAxYf1pcTf71LNYq6O2XzBIUQQuSWtmXb8nv33/F199XFb4Tf4JnVz6Q4p1ikoetHYG9adkpECGz9xOrhUjvW49iNhyyWYz2EjUgCKUQesOqSfvlqYKXAnH/Sa/vg6AJ97In3wL14ut0MBo2py0/qYjVKezKkabnsnqEQQohcVrVoVeYHzqdRyUa6eGR8JOO2jOP7o99jyNBR3YVYsYrQepw+tu//IOS01UM2q1ScHnVL62Kfrj1DREy81WMKYS1JIIWwsUuhlzh93/SmolB0r9g9Z5/UkABr3tLHStaGgOcsdv3n8A2O3tAvxXm/Vy0c7OXXiRBCFATFXYszp8sc+lfrn+Kx2Udm88a2N4iMk0qg6Wo1DrzNPljVEowFdbJQ2fad7jVxcjC914aExfB/cqyHsAH5i08IG0t+9mPTMk0p6VYyZ5/03z/gVrLS4t0/Afv0z5x8FB3Hp2vP6GI96pamZeUS2T1DIbLfhR/1X6LQ+/HQj7ovYeJo78j7zd9nYrOJOCj9e8OGqxsYunooVx5esc3k8gMnN+j2kT52ZQecXGL1kP7F3BiZ7FiPH+VYD2EDkkAKYUOaprH68mpdLLBiDi9fjQqFTVP1sdp9oGIbi11nbTrP3XDTUSPODna826Nmds9QiJyx/0X9lyj0Xlz5ou5L6CmlGFRjED92+ZEizkV0j10IvcCgVYNkX2R6avSEyh30sfXvQUx46u0z4KUnquDjqT/WY8aaM+n0ECL7SQIphA0dvXOUoHDTJngnOyc6le+Us0+6dQZE3jNdO7hC5w8sdrsQEs4vu67oYqPbVaZsUbdsnqAQQoi8pEnpJvzZ80+qFdUfJxERF8G4LeP4+vDXJBgS0uhdiCllPNbDztEUexQEO76wekgPZwfe7KqveL7y2C0OyLEeIhdJAimEDSVfvtrOvx2eTp4594S3T8H+ZMu02oyHIv7pdtM0jQ9WniLerGS4r7cLo9tVzolZCiGEyGP8PPz4vfvv9KjYI8Vjc47PYfTG0TyIfmCDmeVxJapCi5f0sd2z4O4Fq4fs36gsdfySHeuxQo71ELlHEkghbCTOEMf6K+t1sRytvqppsPZt40b+x4qUh5ZjLXbdfCaEbefu6GLvBtbE1ck+u2cphBAij3JzdGNGmxlMaDohxb7Ivbf2MnDlQI6EHEmjdyHW9k3wLGO6NsQlvh9bl/DZ2Sne71lbFzse9JBFh29kZZZCZJgkkELYyJ6be3gQY/q01tPJkzZ+lvchWu30cri8XR/r+hE4uqTbLSY+gWkrT+lizSoWI7BumTR6CCGEKKiUUgytOZS53ebi4+qjeyw4IpgRa0fwy4lf5KgPc86e0OVDfezCRji7xuohm6byPvzpurNyrIfIFZJACmEjS87rK7F1rdAVJ3unnHmy2EhYN1Efq/QE1LB8x3PuzitcvWeq8GanYErv2iilsnuWQggh8omGJRvyV8+/UpwXGa/FM/PQTF7d/Cqh0aE2ml0eVKcflG+lj62dAHFRVg85oXsN3bEed8JimL3V+qWxQmSUJJBC2EBIZAhbrm/RxXpV6pVzT7hzJjy8brq2czAe22EhCQx5FM23m8/rYkObladmGa80egghhCgsfNx8mNN1DsNrDU/x2PYb2+m/or8saX3scUEdZbb1I/Qq7PrG6iH9i7kxqo3+WI+fdlzm+n051kPkLEkghbCBJeeXkGC2F7GSdyUalmyYM0927yLs+lofa/oi+FRPvb2Zj1afJiLWNE9vV0fGd66WTg8hhBCFiaOdI280eYNZHWbh5aT/cPF25G2eXfssPx37Saq0ApSuA01H6WM7Z8KDq1YP+VL7KpQ0O9YjVo71ELlAEkghclmCIYFF5xfpYgOrD8yZJaGaBqvfhATT2Y14lIL2Eyx23XvpHkuP3NTFXu9SjaLuObTMVgghRL7V3r89//T6h3o+9XTxBC2Bb/79hufXP8+t8Fs2ml0e0v4dcCthuo6PhnXvWj2cu7MDb3WroYutOn6LfZfupdFDiKyTBFKIXLbr5i5uRZjeRJ3tnelZqWfOPNnpFXAx2SHPXaaDS/pLUOMSDExedlIXq1XGiyFNy2X3DIUQQhQQZTzK8Gu3X3m29rMpHjt0+xD9lvdj7eW1uT+xvMS1CHSeqo+dWWksqmOlvg39qFfWWxebvPwk8QlSyEjkDEkghchlC88t1F13rdAVb2fvNFpnQWwErH1HH6vQBur2t9j1t91XOHs7TBf74KnaONjLrwwhhBBpc7Rz5PWA1/m2w7cUdS6qeywsLow3t7/JxJ0TCY8Nt9EM84D6Q8AvQB9b8zbEx1g1nPFYj1q62JngMP7Ya/3SWCHSI38NCpGLgiOC2X5Df5TGwOoDc+bJtn8Gj8zOhLJzgB6fZahwzlcb9YVz+jUqS+PyxXJilkIIIQqgdv7tWNR7ES19W6Z4bPnF5fRf0Z8DwQdsMLM8wM7O+H6M2fvxvQuwY6bVQwZUKEafhn662Bfrz3EnzLqkVIj0SAIpRC5afH6x7mysakWrUa9EvXR6WOnOOdj9rT7WfAyUrGmx60erTxNudo6Up4sDE7rXSKeHEEIIkZKPmw/fd/qet5q8haOdo+6xoPAgnlv3HDP2zyAq3vqjLPItv0bQ+Fl9bOdM4/u3ld7pUQNPZ4ek67CYeCmoI3KEJJBC5JJ4Q3yK4jkDqg3I/uI5mgZr3gRDnCnm6Qvt3rbYdV9qhXM6V8PHrMKbEEIIkVF2yo7/1PoPCwIXUKVIlRSPzzs9jwErBhTO4z46TQb3kqbrhFhYOQ4M1u1dLOnpwrhkldIXHb7BwSv3szJLIVJwsNxECJEdtt/YTkhkSNK1q4NrzhTPObkELm3Vx7pOB2fPdLvFJRh4P1nhnJplvHimeflsnqAQNtL0B1vPQOQxP/SUn4ncUr1YdRYELuCrw18x7/Q83WNXH11l2JphDK89nFcavoKzfSH50NK1KHT7GBY9b4pd3QVH5kGj/1g15PAW5fn7wHVdHYNJy06y4pVWUsdAZBulaZqt5yByWEBAgHbw4EFbT6PQG7NxDDuDdiZd96vajyktp2Tvk0Q9gG+bQoQpUaVSe/jPUot7H3/eeZkPVp7Sxf4Z3YKACrL3UQghRPY5EHyASbsmERQelOKx8l7lmdxiMk1KN7HBzGxA02Bef30VVpci8MpB8PCxash9l+7x9I97dbEpvWrxbKuKWZmpKASUUoc0TQuw1E4+ihAiFwSFB7EraJcuNqDagOx/oo1T9MmjnSN0t1w452ZoFDPXn9XF+jUqK8mjEEKIbNekdBMW917MwGopi8hdfXSV59Y9x5TdU3gY89AGs8tlSkHgF+DgaopFh2bpbMhmlYrzVANfXeyLDVJQR2QfSSCFyAWLzi1Cw3S3v1bxWtQuUTt7n+Tqbjj0qz7W5nXwqZZqc3OTl58kIjYh6drTWQrnCCGEyDlujm5MajGJHzr/QGn30ikeX3R+EU8ufZJ1V9ZR4FfLFa0A7SfoY8f/houbrR7y3R418TAvqBMdz8drTls9nhDmJIEUIofFJcSx5MISXSzb7z7Gx8CK/+pjxatCm/EWu649EcyGU7d1sbe615DCOUIIIXJcS9+Wad6NvBd9jze2vcHYzWNTXe5aoLR4GUrV0cdWvgaxkVYNV9LLhXGdqupiiw8HsfvCXWtnKEQSSSCFyGGrLq/ibpTpF7a7ozs9KvbI3ifZ+SXcTVb6u9fX4JB+EhgWHcfk5Sd0sUblijC0abnsnZ8QQgiRBk8nTya1mMSv3X6lonfKfXpbb2zlqaVP8eOxH4lNiLXBDHOBvSP0+gbd2ZAPrsCW6VYPObxlBaqX0hfQe3fJcaLjEtLoIUTGSAIpRA4yaAbmnpiri/Wu3Bs3R7fse5I7Z2HHF/pYo+FQoZXFrp+tO8vtR6Y9EQ52io/71sPOLpuPFhEiL7h/SP8lCr1DNw/pvoRtNS7VmH96/cPo+qNxsNMfFBCdEM2sf2fRd3nfFDUFCoyyjaHpKH1sz3dwbZ9Vwzna2/FRX/1dzSv3Ipm1+by1MxQCkARSiBy19fpWLj+8nHRtr+wZXnt49j2BwQArxhnPjnrMvSR0nmqx6+FrD/h971Vd7IW2laheOv3jPoTIt9YG6L9EoRfwU4DuS9iek70TLzd4mYU9F1Lfp36Kx68+usrojaMZv3U8t8Jv2WCGOazj++DtbxbQYNlLEBdl1XCNyxfjmeb6VUU/bLvEmeBHWZikKOwkgRQih2iaxs8nftbFulXshp+HX/Y9yeHf4Npufaz7J8azpdIRl2Dg3cXHMa9LUL64G2M7Vk27kxBCCJFLqhStwv+6/49pLadR1Dnle9qGqxvotbQX3/77LZFx1u0TzJOcPaH3LH3s3gXY/KHVQ77VrQalvExbWuINGhMWHSfBUMCLE4kcIwmkEDnk0O1DHLtzTBd7rs5z2fcED2/Ahvf1sapdoXYfi13n7LjMmeAwXWz6U3VxcbTPvvkJIYQQWWCn7OhTtQ8r+qxgYLWBKPTbK2ISYvjh2A/0WtKL5ReXY9AMNpppNqv8BDR+Vh/LwlJWLxdHpvbWL2U9cj2UP5KtQhIioySBFCKHJL/72MavDdWKWj5SI0M0fTf9MQAAIABJREFUDZa9DDFmS1Ac3SHwc4tnPl65G8HXm/QFd/o09KN11RLZMzchhBAiG3k7ezOpxSQWBC6gTvE6KR4PiQph4s6JDFk1hH9D/rXBDHNA5w+ydSlrtzql6Vq7lC726doz3Ay1bjxRuNk0gVRK2SmlXlNKnVFKRSulriulvlBKuedEf6VUD6XUbqVUhFLqvlJqoVIqZbkvY9vqSqmlSqkHie13KKU6pNHWWyk1SykVlDiPk0qpMUql/Es+M3NWSg1USv2ilDqqlIpTSmlKqQoZ+d4I2zp7/yw7g3bqYs/XfT77nuDgz3Bpqz7WaQoUSb96aoJB442FR4mOM31KW8TNkYmBNbNvbkIIIUQOqF2iNvMC5zG15VSKuxRP8fjJeycZtmYY47aM09UfyJdcvKD3N/rYvQtZqso6tXcd3dmQEbEJvL/sZME/Z1NkO1vfgfwSmAmcAl4FFgJjgRVKqYzMLcP9lVJ9gZWAK/Am8BnQFtillPJN1rYysBtoAXya2N4DWKeU6pSsrROwARgN/JU4j7PAbGByFl/zS8AgIAq4mIHvh8gjkldebeDTgEYlG2XP4Pcvw/pkS1crtIEmIy12/WXXZQ5efaCLvdujJiU85MxHIYQQeZ+dsqNv1b6s7LOS5+s8j6OdY4o2m65tos+yPkzbM407kXdsMMtsUrmDsaq6ud3fwvX9Vg1X2tuFt7tV18U2nr7NymMFsBiRyFE2SyCVUrUxJlCLNU3rq2naT5qmjQfGA09gTJyypb9SyhGYBVwH2miaNlvTtI+BrkApYEqy4T8GigBdNU37WNO02UAb4CbwXbI7iyOBJsB4TdPGJ86jL7AYeFcpVT4Lr3kY4KlpWnNgY3rfD5F33Ai7wdora3Wx5+o8Ryo3pDPPYIClL0FchCnm5AFPfgd26f/nfCEknM/WndXFnqjuw4DGZbM+LyGEECIXeTh5MK7xOJY/tZzO5TuneDxBS2DhuYUELgnk23+/JcL8fTM/6fIheJm/T2uw+AWICUuzS3qGNitP4/L6okSTlp0g5FF0FiYpChtb3oEcjPG01K+SxX8CIoFnsrF/O8AXmKNpWvjjoKZpR4CtwNOJSSaJS0l7A1sTH3/cNhyYA1TDmDA+NiTx+X5KNo+vAEfgaSvnjKZp1zRNi0/50kVe9tvJ33Qb+St7V6adf7vsGXzf9ymrrnb9CIqWT719osdLV2PiTfPycnHg4771siexFUIIIWygrGdZZrafyS9df0l1f2RUfBQ/HPuBbou6MffE3PxXsTW1pawPLsPqt6wazs5OMaNvXZzsTSlAaGQcby86JktZRYbZMoFsAhgA3X14TdOigSPok7Ss9n/8v/ekMs5ewAtjYghQD3BOp23SeIlLThsB/yY+r7n9ifNLPo+svGaRx92LuseSC0t0sRF1RmCXoRXZFtw9D5um6WNVOkOjYRa7/rTjEkeuh+piU3rXprS3S9bnJYQQQthYQOkA5gfO5/N2n1POM2U9gNCYUL489CXdF3fnt5O/ER2fj+64VemYcpvK0flw/B+rhqtaypPXu+iL+m05e4e/Dly3doaikLFlAukL3NU0LSaVx4KAEon7C7Ojv69ZPLW2AH5WtC2KcU9liraJ87pn1jazc84SpdQLSqmDSqmDd+7k4/X/+cwfp/8gJsH0f29p99L0qNgj6wMnxMOS0WD+hufibfxU0sIdxHO3w5i5Xl91tXOtUvRpmI3nUQohhBA2ppSia4WuLH1qKe82e5diLsVStLkffZ/PD35O98XdmXd6nu49O0/r8iH41NDHVo6HB9YdxTGyTSWaVNAvZf1g5Smu389nd2iFTdgygXQD0vqvNtqsTXb0f/xvau1zqu3j9uavIauvOcM0TftR07QATdMCfHx8smNIYcHtiNv8ceoPXWxYrWE42qfc4J9p22ZA0EF9rPun4OWbevtEcQkGXv/7KLEJ+qqr0/vUkaWrQgghCiRHO0cG1xjM6r6rean+S3g4eqRoczfqLjP2zyBwcSB/n/2buIQ4G8w0Exxdod/PYG9W9C7moXE/ZELmdzvZ2yk+H1AfNyfT+c8RsQm8sfAoBoMsZRXps2UCGYlxqWhqXMzaZEf/x/+m1j6n2j5ub/4asvqaRR727ZFviU4w3SEs5lKMflX7ZX3gS1th++f6WPVAqPd0qs3NfbflAseDHupi056sQ0lPWboqhBCiYHN3dGdMgzGs7beWUXVH4eaQ8jP625G3+WDvBwQuCWTRuUXEGfJwIlm6DnROtpXl+l7Y8Xnq7S0oX9ydd3voj/Had/k+c3fl8yNQRI6zZQJ5E+OSzdQSKj+MSz1js6n/TbN4am3BtAw1M20fYDxiI0XbxHkVR7+8NauvWeRRZ++fZdmFZbrYyw1exs0xizeUw0OMny5i9mmgRyno9bXFpav7Lt3jm03ndbEedUvTq16ZrM1JCCGEyEe8nb0Z22gsa/utZUSdEbg6uKZocyviFlP2TKHXkl4sOb8k7yaSzV401j8wt+0TuLY39fYWDG1WjrbV9CvVPl13lgsh1lV5FYWDLRPIA4nP39Q8qJRyARoAB1PrZGX/A4n/tkhlnObAI+DxJrHjGJeZptWWx2NrmmYADgMNU0kKmybOL/k8svKaRR4189BMNLMkr5J3JfpW7Zu1QQ0G477H8NtmQQV9fwSP9JclP4iI5b9/HsF8FUoJDyc+eFKWrgohhCiciroUZXzj8azuu5r/1PoPzvYpP88PCg/i/d3vE7g4kAVnFuS9YjtKwVPfg7vZ3wGaARaNhMj7Vgyn+LRfPbxcHJJisfEGXl1whOi4hOyYsSiAbJlA/oXxtsq4ZPFRGPcBznscUEpVVkol2zmc8f7ANuAWMFIplbQQXilVH2gPLNQ0LQ6SjutYAbRPfPxxWw+MZz6eR19FdUHi872QbB7jgHjgbyvnLPKJXUG72H1Tf7TG+MbjcbBzSKNHBu3+Bi5u0sfavgGV2qfbTdM03vznKMHJznT6YmADinuktYJaiEKg8ij9lyj0RjUapfsShUMJ1xK81eQtVvddzZAaQ3C0S1mr4FbELT7a91HS8R956hxJDx946v/0sYfXYdHzYMh80lfa24VpT+qPQDl96xHTVp7KyixFAaZseeaLUmoW8AqwBFgN1ATGAruADol3+FBKXQHKa5qmrOmf2HYAxgTuKMZzF72A1zAmdI01TQsya1sFY5IYB3yJ8Q7lKKAuEKhp2jqztk7AbqA+8A1wGugB9AE+1DRtUhbm3BZom3jZE2gGfAGEAmia9mG63+BEAQEB2sGDcnMzJyQYEhiwcgDnH5iWijYp3YSfu/yctTt91w/AL93AYLYxvlwLGL4S7NNPTH/ZdZmpK/S/9F9sV4l3utdMo4cQQghReAVHBPPTsZ9YfGEx8YbUC9J4OXkxtOZQhtQYQhGXIrk8wzSsfRf2fqePtXkdOr6f6aE0TePVBf+y8tgtXfzrQQ14soFUbS8slFKHNE0LsNjOxgmkPca7cS8AFYC7GJO89xPvBD5ud4XUE8gM9Tdr3xN4D+NZjzHAJuBtTdMuptK2JjADaAc4YVyqOkXTtI2ptC0CfAj0xbjv8SIwG/hOS/YNzsyclVJTgMnJn++x5N+PtEgCmXOWnF/C+7v1v6j/7PkntYvXtn7QqFD4oQ2EXjPFXIvC6J3gXTbdrieCHtJ39m5d1dUG/kVYOLoFjva2XHAghBBC5G03w28y98RclpxfQqwh9ZIUrg6uPF39aYbVGoaPm42r3MfHwm+9jIV0zA2aDzUCMz1cWHQcvWbt5Mo9Uz1Hdyd7lr/amso+KSvZioInXySQIndIApkzIuMi6bWkFyFRIUmxwEqBzGgzw/pBDQmwYDCcX6ePD1oANdI/TzI8Jp5es3Zy+a5pmY2niwOrx7bBv1i2nA4jhBBCFHh3Iu/w+6nf+evsX0TGp14c38nOiT5V+zCizgj8PGx4hy4sGH5oq6+X4OwFo7ZAiSqZHu5E0EP6fr+b2HjTB9E1Snuy9OVWuDjap9NTFAQZTSDlloQQVvr91O+65NHJzomxDcdmbdBN01Imj83GWEweNU3jvSXHdckjwIy+9SR5FEIIITLBx82H8QHjWd9/PS/VfwkvJ68UbWINsfx19i8CFwcyYccEzt4/a4OZAp6lYcBvYF53IeYR/DUUYlIsxrOojp837/espYudCQ5LsTVGFG6SQAphhdsRt5l7Yq4uNrTWUHw9fK0f9NhC2PWVPubbCDpPtdj1552XWXrkpi42pFk5AuXIDiGEEMIq3s7ejGkwhvX91zO+8XiKuxRP0SZBS2DVpVX0X9Gf0RtGs+/WPnJ9dV/5FtBluj525wwsfwWsmMvQZuXoVV//98yC/ddYdiQojR6isJEEUohM0jSNqXum6pa1FHEuwsi6I60fNOiw8Re9OY/SMGgeOKRfOXXbuTt8tPq0Lla9lGeKTxCFEEIIkXnuju6MqDOCtf3WMrHZRHzdU/+weNfNXYxcP5JBqwax9spaEqyoiGq1Zi9C3QH62MklsO3TTA+llOKjPnWoWMJdF39n8XFO3nyYlVmKAkL2QBYCsgcyey29sJRJu3TFdXm32bsMrjHYugHDbsOP7SHM7A6ivTOMWA1l01+GfulOOE9+t4uwaFPVOE8XB5a+3Eo2vAuR3PxkdceGyPtfYaem6n8mtMnyMyEsizPEsfrSauaemMulh5fSbFfWoyzP1n6WJ6s8iYuDS85PLDYC5nSGkJP6+FPfQ4MhmR7u1M1HPDV7l24/pK+3C0tfbkVJr1x4PSLXyR5IIXLA7YjbfLpf/2leo5KNeLr6/7d33/FRVukCx39POoEkEJoQSuggSC+CuCpgwYaiWECs6K5rAfWurnddxbqru66Fda+r6FUsCIoUr4qrINKlN0F6D0hCCaSXOfeP8w7OTGaSmZCQCXm+n8/7meTM8545M3kZ5pnTbixfhUX5MOUW7+QR4KrXykwej+cVMmbSCq/kMULg9Zt7aPKolFJKVZLoiGiGtR3G9GHTmTBoAj0b9fQbty9rH8/9+ByXTruUN9e+ybG8Y5XbsJjacOMHduV2T7MegO3fh1zd2U0TeeZq71Xl0zLzuHvSCvIKT2Pvqgo7mkAqFSRjDOOXjOdE4YmTZXGRcTx73rNESDn+KRkDX4yFfcu8y/vfD91L780sdhkenLyaHenei+b8cWhHLurQKPS2KKWUUiokERLBhc0v5P2h7/PB0A8Y1HyQ37gjeUd4Y80bXDLtEl5c9iJpWWl+4ypE/TZ25fZIj+kvriKYMhoObgi5upv6tuD2AaleZWv3ZfLI1LW4XNpjX1NpAqlUkGZsm8HC/Qu9ysb2HEuLxBahV2YM/OcJWDvZu7zNYBhS9qI5L83+mXmb073KhvdI4e7zW4feFqWUUkqdku6NuvPaoNeYec1MhrcbTnREdImY3KJcPtz0IZd/fnnlrtzasj8M/7d3WcEJ+GgEZIa+EM4TV3Tigvbee15+uf4Ar3635VRaqaoxTSCVCsLB7IO8tLzk0NWRnUKfUwDAwldgyT+9y5LbwPXvQGSU/3McH/24m3/P955z0a15XV4Yfg4iEuAspZRSSlW21kmteXrA08y+bjZ3drmTOtElp5T4rty69MDSil+5tfO1cMlz3mUn0mwSmRfaQjhRkRFMGNmD9o29n8vrc7cxY7WuzFoTaQKpVBncQ1ezCn/dT+mUhq6ufA/m+PQy1m4Ioz4tOW/Bxxdr03hihvcQlEYJsbw1updu8KuUUkqFiUbxjXio10MntwBpVMv/9JJFaYu4+z93M+KLEczaPovC4sKKa0T/+6Hvb73LDv0EH98Y8h6RiXHRvHNbH5Jrx3iVP/rZOn7ccfhUW6qqGU0glSrD9G3TWbR/kVfZuF7jyjd09acZ8H8PeZfFJsItn9t5C6WYt/kQD01Z47WlU2xUBG/d2pvGuhqaUkopFXYSYhK4o8sdfH3d1zwz4BlaJbXyG7f56Gb+tPBPXDrtUiaun0hmfgVslyECl/0FOl7pXb5nie2JDDGJbJ4cz1ujexET+Wv6UFDs4s73lrN6z9FTb6+qNjSBVKoU69PX8/xS7815ezXuVb4tO7Z/D5/fDebX5bCJioObP4EmXUs9dcWuI/zuw5UUeUxYj4wQ/jWqJ92b1w29LUoppZQ6bWIiY7i23bXMGDaDCYMm0KNRD79x6bnpvLbqNS7+7GKeX/o8e47vObUHjoiE4W9Dsz7e5XsWw8c3hJxE9k5N5sXrz/Eqyy4o5rZ3l7Fhv+4RWVNoAqlUAIdyDjH2+7EUuApOlsVFxvHsgHIMXd3xA3wyCop/rQuJhBHvQep5pZ66Me04d7y3nLxCl1f5yyO6MbhT49DaoZRSSqkq4165ddLQSXww9AOGtBiCUHL9gtyiXD7Z/AlXTr+Scd+PY9Uvq8o/TzImHkZ9Bk19ktbdi+xw1oJs/+cFcG2PZjx6WQevsuN5RYx+50e2/HIiwFnqTKIJpFJ+5BXlMXbuWNJzvVc6fbL/kzRPbB5aZT9/ZYeKFPq8QQ97AzoMLfXUnRnZ3PruMq+9HgGevroz1/RICa0dSimllAob3Rt155WLXuHLa79kZMeR1IqqVSLGYJizZw63zb6NkV+OZPbO2RS5ivzUVoZadWH0dGjS3bt898JyJZG/v7AtDwxq61V2NKeQkW//yI700Ho1VfWjCaRSPowxPLX4KTYc9l6s5o7Od3BVm6tCq2zdpzDlFijO9y6/9IUy93r8+eBxbvj3EjKyvM99+OL23OazJ5NSSimlqqfmic15vN/jfHv9t4zrOS7ggjsbDm/gD/P/wOWfX877P71PVkGIiVqtenDrDGjSzbt81wL7RXduaPMYH764PXef7z2nMyMrn1ETf2TvkZzQ2qaqFU0glfLx7oZ3+WrnV15l56ecz9ieY0OraMW7zpzHYu/yS1+A/veVeurK3Ue44c0lpJ/wTh7vGtiqxDd+SimllKr+kmKTuOucu5h93WxeGPgCHZM7+o07kH2Av6/4O0M+G8Lflv+NA1kHgn+QWvVg9Aw4y2fthd2L4J1L4ejuoKsSEf778k6MPreld/sy87jh30vYfFCHs56pNIFUysO8vfN4bdVrXmWtk1rz4m9eJDIihG0yFr3mrLbqOV9B4KrXy0wef9iSzi0Tl3HcZ9jqiF7N+NPlnXSvR6WUUuoMFh0ZzVVtrmLqlVN555J3+E2z3/iNyy7MZtLGSQz9fCgPz3uY5QeXBzdPMj4Zbp0JZ3kvhkPGZpg4BPavCrqtIsLTV3fmht7NvMoPZOYx4s3FusXHGUoTSKUca9PX8scFf8R4JH2JMYlMGDSBhJiE4CopLoSv/gDfPuldHhEF178DvW4r9fQv1qYx5v3l5BZ691rePiCVF6/rSkSEJo9KKaVUTSAi9G3SlzcGv8HMa2Yyov0IYiNjS8QVm2K+3f0td35zJ8NnDWfq5qnkFJYxhDQ+GW6dBc3P9S7PPgTvXQGbvw66nRERwl+Gd2VY96Ze5XZhnWV8tT6EHlJVLUi5V3RS1Ubv3r3NihUrqroZYW3FwRXcN+c+cop+fcONlEjevPhNzm1ybilnesjOgKm32QnpnqLi4IZJ0P7SUk//YOlunpy5Ad9/kg8Nac+Dg9tqz6NSp+rrXt6/D11ZNe1QYaPXW97XxMp79JpQ4e1I3hGmbJ7CJz9/wpG8IwHjEqITGNZ2GDd1vImWiS0DxlGYB9N/CxtneJdLBAx9CfqMsftJBqHYZRg/6yc+WOo9DFYEnrzybO44z/8emCp8iMhKY0zvMuM0gTzzaQJZuiVpS3hw7oPkFed5lf+x7x8Z1WlUcJWkrbGL5WTu9S6PqWP3eWx1fsBT84uKGT9rI5OXldzr6emrO+uCOUoppZTykl+cz1c7vmLSxklsO7at1Njzmp7HzR1vZmDKQP/TcVwu+O4pWPx6yfu63gRXvAyxdYJqlzGGf83bzt++2Vzivnt+05rHLutIpI6mCluaQKqTNIEMbP6++Tz0/UNeez0C3NvtXu7tdm9wvX7rPoVZ90ORdwJKUgu46cOSq515SDuWy70frmTtPu/NdyMjhJdHdNOtOpRSSikVkDGGFb+sYPLPk5m7Zy7Fvgv3eUipk8JNHW7imrbXUDeubsmA5RPtNBzjve809dvC9f8LTbqWPCeAz1bu44/T1lHk8s4z+reuz2s3d6dRQlzQdanTRxNIdZImkP7N2T2H/5r/XyX2UxrXcxx3nXNX2RUUZMO3T8Hyt0vel3o+jHgPajcIePqibRk8MHk1R7K9k9e46AjeGNmTwZ0aB/M0lFJKKaU4mH2QqZunMm3rtFKHt0ZHRDOk5RCub3c9fc7q4/1l+ZZv4NM7Su5dHRkLl70Ave8KekjrvM2H+P1Hq8gp8E5qG9SJ5bWbunNe28CfkVTV0ARSnaQJZEnTt07n6SVPl/im7rE+j3HL2beUXcGepTDjXjiyo+R9/e6FS56FyGi/p7pchn/P38HfvvkZny/maFk/njdv6UWnJonBPhWllFJKqZMKigv4Ztc3fPLzJ6zLWFdqbIuEFgxvN5xhbYfRoJaT0B3aZJPI9E0lTzh7GFz5ql2EJwjr92Vyx3vLS+xpLQIPDGrH2MHtdEhrGNEEUp2kCeSvcoty+cuPf2H6tukl7vvzuX/mhg43lF5BYS7MfQ6WvIH3Fh3Yb+eufAV6BJ43uSM9iz9+vp5lO0t+Mzi4YyP+cWN3kmr5TzyVUkoppUKxIWMDk3+ezOyds0tM1/EUJVEMTBnI1W2v5oJmFxBTXASzH4NVk0oGx9eHS56HbjcF1Rt56HgeYz9ZwxI/W3r0b12fl2/oRtO6tUJ6XqpyaAKpTtIE0tqRuYNH5j1SYrJ5hETwzIBnGNZ2WOkV7Fthex0ztpS8r14qXPcuNOtV8j6gqNjFxIU7eeXbLeQXec8tEIGHh7Tnvova6jYdSimllKpwR/KOMH3rdKZtncbeE3tLjU2KTeKy1MsY1mYYXdI2IV8+BAVZJQNTz7dfnDdoV+bjF7sMr8/Zyutzt5ZYbT4+JpKHL27P7QNSiYrUHQarkiaQ6iRNIOGL7V/w7NJnyS3K9SqPi4zj2YHPclnqZYFPPrYX5jwD66f6v7/PGBjydMAVyn5Ky+SxaevYsP94ifuSakXz2k3dubBDo6Cfi1KqnHQbD+VDt/FQNY3LuFh+cDmfbfmMOXvmUOgqLDU+NTGVyxr3Y+j6r2h94KeSAZExcN44OP8RiC57YZxF2zIY+8lqMrJK9oZ2apLI89d2oWeLekE/H1WxNIFUJ9XkBDIzP5OXV7zsd8hqq6RWvHzBy7SrF+Cbs7zjsPAVWPqvkiusAiQ1h2H/hNYX+j39cFY+b3y/nfeX7KLYd7IjcEH7hrww/BxSdNiGUqfHxz49/CP1/7+aTp72vibMU3pNqJrjaN5RZm2fxfSt09meub3M+PbR9RiavodLTxyneZHPaq+JKTaJ7DEaomJKrae0Ia0icHPfFjx2aUeS4nVKz+mmCaQ6qSYmkEWuIj7d8ilvrHmDzPzMEvdf0foKnjz3SeKj40ueXJgHqz+AeX+FnAz/D9BjNFz6AsSVXOzmeF4hE+fv4J2FO8kuKLmcdt34aJ666myu6Z4S3DYhSqmKoQmk8qEJpFJ2K5CNhzcyc/tMvt75Ncfyj5V5Tsf8Agbl5DAoJ5f2BYWc/JeU1Bx+8wfoPjLgYoJgFxScvHwPL379M8fzikrcnxAXxV0DW3HHea10bYjTSBNIdVJNSyAX71/MS8tf8vttWmxkLI/3fZzh7YaXTN6yD8OKd2DZW5Cd7r/yRp3h0uehzUUl7sorLGbSkl38a952juX4HxJyZdcmjL+6Mw3qxIb6tJRSp0oTSOVDE0ilvBUWFzJ/33xmbp/Jgv0LSmx15k9KYRGDcnK4KCeX7nn5RINdG+L8R6DL9RDj58t6R/qJfJ7/ciMz1qT5vT8hLoo7z2vFnQM1kTwdNIFUJ9WUBHLzkc1MWD2BH/b94Pf+1MRU/n7B3+mQ3MH7jsPb7aqqaz4GnzmSJ9VpDIOegO6jICLS6679x3L5+MfdTFm+1++YfoCmSXGMv7ozl3Q+K+TnpZSqIJpAKh+aQCoVWGZ+JnP3zOXrnV/z48EfcRlXmefEu1z0y81jYG4eA3JzaRZVx3526n1nqYvtLNqWwRMzNrAzI9vv/QlxUdw+IJWb+7bQFVsrkSaQ6qQzOYEschUxd89cPv75Y1b+4n/xg1pRtbin6z2MPns0sZFOz19eJmycBeumwK6FlNiSwy06HgY8CAMe8Fokx+UyLNqewaQlu5mz6ZcS+zm6JdeO4b6L2jKqXwvioiP9BymlTg9NIJUPTSCVCk5Gbgbf7f6O2btms/rQ6qCSSYDUgkL65OXRJy+f3o160LD33dD+MogumQTmFRbz7qKdvDV/R8CRXBFi15C4qW8LBnVsRLSu2lqhNIFUJ52JCeTRvKNM2zqNKZuncDD7YMC4YW2GMbbnWBrGN4SifNj2nU0aN8+G4vyA5xGTAL1ug/73QWJTwJkjcOA4szcc5P/WHQj4LRlAQmwUd/+mNXcObEWd2KhyP0+lVAXSBFL50ARSqdAdzj3M/H3zmbtnLovTFpe6v6Sv1IJCehUU06teB85pfxUtu4xE4hK8YrLyi3h/8S7eXhA4kQRomBDLiF7NuKJrE85ukqjrSlQATSDVSWdKAnkw+yBz98xl7t65rDy4kiITeFx+j0Y9eKz3o3SWWNg2xyaOuxYGHqLqlpgC/X5nk8e4JFwuw7r9mXy94QCzNxxk9+GcUk9PiI1iZL8W/O6CNtSrXfoqZEqp00wTSOVDE0ilTk1OYQ6L0hYxb+88FqctJiM3wOKDASQWuzgnKpEu9c+ma+pgOqYOpmF8I0Qk6EQSIKVuLYZ0asSQsxvTr1V9YqK0Z7I8NIFUJ1XXBDLqd2E7AAAZ3UlEQVS/OJ+Nhzey7MAy5u6dy8bDG8s8p19yZ0bVbsuFx48gOxdA5p7gHiylF/S7l+JOw9h0KJelOw7z484jLN91pMw3LYCOZyUwun9LrumeQm3tcVQqPGkCqXxoAqlUxTHGsOXoFhbuX8iitEWs/mUVRabkavRlqUsUHWo3oV2DLnRo2o+UhLas3RnD9BUZ/JRWck9tXwmxUfRrXZ/eqfXok1qPLilJxEbpNKJgVJsEUkQigLHAb4FUIB2YCjxpjAk8RrCc54vI5cATQDcgH5gDPGqM2ekntgPwInABEAOsAp4yxsz1E5sEPAcMB+oD24F/Am8anxe5MtvsT3VIIItdxaRlp/FTxk+sTV/L2vS1bDqyKajVv+KI4EpXHCMP7aNdblbQj2nqpXK49TDWJF3C8uz6bDpwgtV7jnLCz3LS/kRHCpd1acKt/VvSu2U9HTqhVLjTBFL50ARSqcqTXZjN6kOrWX5wOSv2zuenzO0UB1pzIggNo2rTOOYs8vIbs/WXZPJy6+EqtAeuwAvrxERF0DUliR4t6tLhrEQ6NE6gbaM61IrRpNJXdUogXwMeBKYDXwOdgAeABcAQY0qfpRvK+SIyHPgMWAu8DSQB44BioLcxJs0jtg2wDCgCXgUygbuBLsBQY8x3HrExwEKgBzAB2AQMBa4FnjbGjD8dbQ4knBLIrIIsdh3fxc7MnezM3Hny5z3H94Q0hh6gdUEh12RlMfxENkmu4CZzH49uxKpa/ZlpBvLlkWYUFId2/cdERnB+uwZc1uUsLj67MXXjdZiqUtWGJpDKhyaQSp0+OYU5rPllFSu2fcn6A0vZkJ9BVgV99x5dHElsYTxSlEhRURK5hcnkFSVjipJwFSVgimtjimuDKxYQRKBFcjztGiXQIjmelHq1SKlbi2bObd346BrZMVAtEkgR6QysB6YbY67zKH8AeB0YZYz5uCLOF5FoYBc2IexsjMlyyrsDK4F3jDH3eNQxFbgO6GWMWeOU1QF+AvKAju6eRRH5PfAG8KAxZoJHHdOAq4B2xpjdld3mQMIigdzwOexayO8zV7Cg6Gi5qhBj6OZsXHtRdi6pRWX3FOaZaJa5OvKDqxs/uLqyzaQAob0hJMRFMbCtTRoHdWxEQpzuQ6RUtaQJpPKhCaRSVcflKmbXttms2/Yl6zPWsSk/g61RkeRFVN78xQgD8cVCvCuCuOJIolwRRJlIIlxRpBU3IcPVAOOKIVLiiI+qRZ2YeBJja5MYG09CXCzx0dHExzhHdAy1oiOJjhQiIyAiAufWYCjERSF144UCVwEFxQXkFOVwouAExwuOc6LgxMkjqzCLK1pfwZhzxlTa8w5WsAlkVU/Wuhn7af5Vn/K3gb8CtwABE8gQz78AaIodJnpynKMxZo2IzANuFJH7jDGFIlIbuBqY504endgsEZkIPAP0wfZQAowEcpzH9fQqdkjrjcBLldnmgK9QuNi9GFa8Q6vkuixISgz6tJTCIrrm59M3L48Lc3JpUFx6T+MhU5c1rjascbVhrWnDClcH8gmtl7BufDR9U5Pp17o+/Vol06lJIpERNe9bKKWUUkqpyhIREUnr9lfQuv0VXANQXEjx/lXs3foVm9N+ZHPWHraafHbGRLMvKoriCugRdAlkRRmyKMYO5vOU6fWJsQA44hwUAcHPkgrZ/qz9lVd5JajqBLIP4OLXRAwAY0yeiKxx7q+o890/L/FTz1JgENAe28PYFYgtJdZd3zJnPmNPYJUxJs8ndpnTPt92VEabw1t0HACphYFz3XrFxbQuKKRrfgHd8vPplp8fMGHMMbHsME3Ybpqy3dWULaYZa1xtOEgyofQwNk6MpeNZiXRqkkinJgmc3SSRNg3rEKEJo1JKKaXU6RMZTWSLfqS26EcqcClAVjocXEfhgbXsO7CCXZk72Z2bzm4p4kBUFPujojgQFUl+JfZang4nCk5UdRNCUtUJZFMgwxjjb0O+/cAAEYkxxgSaHBfK+U09yv3FAqRgk7FgYwHqAbX8xRpj8kXksEdsZbY5vEXHA9C2oJBWBYWkFhaSWlhEq8JCWjk/13XPY4xNhFoN2ZIXw6riJA6aZA6aZA6YZA6SzC7XWRykHoay3yxioyJoUCeWZvVq0SI5nubJ8TRPrkXzevG0alCb+nViK/NZK6WUUkqp8qrTENoOJrrtYFoBrQCMgdyjcGQHHNmJObqLw1n7STuxj0M5GaQXHCW9MJsMKSY9MpLDkZEci4zgWEQEuWGaaGoCGZp47Kqi/uR5xARKIEM5P9753V+8ZywVGOuOj/f4vbLa7EVE7gHc8yOzRGRzgMesAmXtEXQc2Fdhj7alwmqqVhpQ9gutVFUIn2tzlI40UCc1ADJkvF4TKuyEz3umqjQb2MBbvFXVzQBoGUxQVSeQOUCjAPfFecRUxPnuW39dTpUV6473fA6V1WYvxpi3IDyuRHX6iciKYCZBK3W66bWpwpFelypc6bWpwlFV9+OmAQ1ExF+ClIId6lna3g6hnJ/mUe4vFn4dFhpK7FEg11+s0676eA9Braw2K6WUUkoppVSlquoEcrnThr6ehSISB3QHytp7IpTzlzu3/f3Ucy523KR7tON67LDRQLG463b2bFwF9PCTFPZ12ufbjspos1JKKaWUUkpVqqpOIKcABhjnU343dm7fR+4CEWkjIh3Lez7wA3AAGOPs5+iutxtwIfCpezsMZ8uML4ALnfvdsXWAMcBWvFdRnew8nu+ejOOwC/9Orew2K+VDhy+rcKXXpgpHel2qcKXXpgo7YkzVbporIhOA+4HpwFdAJ+BBYBEwyOnhQ0R2AS2NMVKe853YEdgEbi1238VE4CFsQtfLGLPfI7YtNkksBF7B9vbdDZwDXGGM+cYjNgZYDHQDXgc2AZcD1wLPGWP+fDrarJRSSimllFKVKRwSyEhsb9w9QCp2pakpwJNOT6A7bhf+E8igzveIvxJ4ArvXYz4wB3jMGLPdT2wn4K/ABUAMdqjqeGPMd35i6wLPAcOx8x63A/8C3jA+L3JltlkppZRSSimlKkuVJ5BKKaWUUkoppaqHqp4DqZSqACISISIPicjPIpInIntF5GURqV3VbVPhRUQeF5FPRWSHiBhndEdp8f1E5DsROSEix0Vktoh0DxDbVEQmiUi6iOSKyApnGL6/2FgReUZEdopIvohsF5EnRCQ6QPytIrLaqfcXEZkoIg1Ptc0qPIhIe+d6WOpcPydEZI2I/Mnf+5iIdBCRGSJyVESyRWSBiAwKUHeSiEwQkf3O++NPInKviJTY9DHU91IRuVxEFjttOOL822oVIDboNqvw4PzNPhKRTSKSKSI5zrXxDxFpEiBer0t1xtMeSKXOACLyGnYe7XTga+y82geABcAQz3m1qmYTEQMcwQ7J7wUcN8akBog9F5iH3S7on07x/di9bAcYY9Z7xCZjV5FuBPwD2AeMxE4BuNMY878+dc8AhgHvAkuwq03fCbxvjLndJ/Yhp84fgI+BZsDDwG6grzEmuzxtVuFDRP4K3AfMApZi1x+4CLgBWAeca4zJdWLbYNcoKAJeBTKxaxR0AYZ6TjMRu0bBQqAHMAG7RsFQ7BoFTxtjxvu0I+j3UhEZDnzGr2sUJGGnpxQDvY0xaR6xQbdZhQ8RGQz8CXtN7sP+/c4B7sCujdHdGHPIidXrUtUcxhg99NCjGh9AZ8AFTPMpfwC72NLIqm6jHuFzAK09ft4A7Coldhn2Q1KKR1mKU/Yfn9iXnOvtKo+ySKeOw0Adj/LLndiXfep42Skf4FHWAMh26on0KL/Kif3v8rZZj/A5gN5Akp/y55y/8/0eZVOxH4a7e5TVwX6hsBnny3Gn/PfO+Q/41DsNKMCureAuC/q9FIjGfkmx2+fa7u607S2fOoJusx7hfwAjnGvi0fL8jfW61KO6HzqEVanq72ZAsN8eenobyAFuOe0tUmHLGLMjmDixK1H3wW4XdHK1Z+fnT4EhInKWxykjge3GmC88Youx364nY5NGz1goec26f/e8Zq/BbnE0wanPXfcXwA7P2HK0WYUJY8wKY0ymn7umOLddAJwhe1cD84wxazzOzwImAu2x14DbSOz74Ns+9b6K/bB9o0dZKO+lFwBNgYnGY/E7p03zgBvdw7HL0WYV/nY7t/VAr0tV82gCqVT11wf77aTn3qQYY/KANeh/AKp83NfNEj/3LcV+oOkF4MwFSnHK/cV61uf+eb8xZq9noPN7mp/Y0trRUX7dJzfoNqtqo5lz+4tz2xWIJfDfGJzrQEQigJ7Aauf90NMy7Pum77UW7HtpWddaIvYDeEhtVuFJROJEpIGINBORS4B/O3d95dzqdalqFE0glar+mgIZxph8P/ftBxo48y2UCkVT59bfXrPuspRyxLrjA+1hu99PbGl1i0dMqO1QYUzslldPYudnfewUh/I3rgfU8hfrvF8epuS1Fux7aWX++1DhZwyQDuwFvgHqArcYYxY49+t1qWqUqKpugFLqlMVj9wf1J88jpuD0NEedIeKdW3/XVp5PTCix7p9Lu2Z9YyurHSq8vQqci53nutkpq6jrwR0fynXpjimowHbodVk9zAB+xs4P7IEd+um5CrRel6pG0QRSqeovB7vCpD9xHjFKhcJ9zcT6uc/3ugol1v2zv1h3vG+su+7cCm6HClMi8ix29dy3jDF/8biroq5Ld7zvtRbse2ll/vtQYcYYsw+7CivADBGZBiwXkVrO9anXpapRdAirUtVfGnYIi7//BFKwQ1+091GFyr3Uu78hTO6y/eWIdccHGhqV4ie2tLqNR0yo7VBhSETGA08A/wv8zufuUP7GR7FfOpSIdd4v61PyWgv2vbQy/32oMGeMWQesxq6mCnpdqhpGE0ilqr/l2H/LfT0LRSQOu3T3iqpolKr2lju3/f3cdy42cVsJYIw5gP2gcW6AWPC+DpcDKSLS3DPQ+b2pn9hA7egHbPZYbTDoNqvwJCJPAU8Bk4AxxhjfzarXY4fcBfobg3P9GLs33iqgh58P332x75u+11qw76VlXWvHgS2htllVK7WwK0yDXpeqhtEEUqnqbwr2g/E4n/K7sfMXPjrtLVLVnjFmG/bDwwgRcS+2gPPzCGCuMeagxymTgTYicpVHbCR2r7Jj/LpaoTsWSl6z7t89r9mZ2G/r73fqc9d9FdDGM7YcbVZhRESeBMYDHwB3GI/N0d2cLwu+AC4UkW4e59bBLnSyFe/VKidj3wfv8alqHHZxnqkeZaG8l/4AHADGeKwCjNOmC7FbyRSWs80qTATa9kdELsJuLbMU9LpUNY+U/HJPKVXdiMgE7Hyh6dgP6p2AB4FFwCB/H8RUzSQio4GWzq8PADHAy87vu40xH3jEDgC+x879meBxTmPgPGPMWo/Y+tjevfrAP7A9kjdjP7SMMca849OOL4ArgXewy8j3B+4CPjTGjPaJfQT4O3Yfs8nY4VWPYFdE7OO531kobVbhQ0TuA/4J7AH+jN22wNMvxphvndi22A+2hcAr2F6Vu4FzgCuMMd941BsDLAa6Aa8Dm7B7kl4LPGeM+bNPO4J+LxWREdgP92uxe/IlAg9hP+z38tyLNJQ2q/AhItOBJsBc7N6PcditgG7Czg+80L2Hol6XqkYxxuihhx7V/AAisR+oN2OHpOzHfoivU9Vt0yO8DmwSZgIc8/zE9wfmAFnACewS9j0D1J2C7T3KwK7itwq4MUBsHPAcsMu5ZndgE4foAPG3Yz8Q5QGHgHeBRgFig26zHuFxAO+Vcl2WuDaxH6BnYnu3c4CFwJAAddfFJqdpzrW2EfthXPzEhvReiv0SZKnThqPAZ0CbALFBt1mP8DiAG4AvsV9W5WFHQ/yM/XKqxan8jfW61KM6H9oDqZRSSimllFIqKDoHUimllFJKKaVUUDSBVEoppZRSSikVFE0glVJKKaWUUkoFRRNIpZRSSimllFJB0QRSKaWUUkoppVRQNIFUSimllFJKKRUUTSCVUkoppZRSSgVFE0illFJKKaWUUkHRBFIppVSNJSLviYip6nacTiIyXkSMiKRW8uM0EJFJIpLmPN68yny8AG243XnsC4OMnyciuyq3VUopVb1FVXUDlFJKKXVGehm4EXge2AH8UrXNUUopVRE0gVRKKaVUZbgY+MYY80xVNyQElwBS1Y1QSqlwpkNYlVJKKVUZzgKOVHSlIpJQ0XW6GWMKjDH5lVW/UkqdCTSBVEopVW2ISJwzh2+ziOSIyDERWS8if3PuT3XmvI33c27AuX8i0tCZr3dYRLJFZI6I9PATd6uILHMeN1tEdojIRyLS0COmrzO3covTxhMiskhErvVT33tOm+o7P2c48TNE5Cwn5h4R2SQieSLys4gM86nj5HMWkZtFZJ0Tu8cpC2q0kYgkiciLIrJNRPJFJF1EJotI62DO96hnvDOvVIDbnLYZEbndI2aMiKwSkVwRyRSR/4jIQD91Ged1GSwiC0UkC/gilPY4opx27Xae2zoRucnP45WYA+kuE5Gmzutx1PnbfyMi7cvRFqWUqtZ0CKtSSqnq5A3gTmAS8AoQCbQDBp1ivbOxvWXjsT1n9wPzRaS/MWYDgIjcArwPLACeBHKBFsBQoBGQ7tR1LdARmArsBuoDtwGfi8goY8zHAR5/n1NvW+BBYLqIfA7cA7wD5Dnln4lIe2PMTp86rgLGYV+jg8DVwFNAS+CO0p68iCQBi53n8y7wE9AE+D3wo4j0NsbsLq0OD58D24APsK/VW075YuexXgQeBZYB/w0kOM/xexEZZoz5yqe+3sB1wNvY1788XgRqA/8DGOzrMVlE4owx7wVxfm1gPrDUaXMrYCwwU0S6GGOKy9kupZSqdjSBVEopVZ1cC3xtjLmtguvdDVxnjDEATuK2HPg7cJkTMxw4AQwyxhR5nPtnn7qeM8Y87lkgIq8Dq4EnAH8J5DJjzH0e8QAPASlAF2PMcad8LrAWm3A97lNHd6CPMWaVE/tPbDJ3u4j82xiztJTn/wzQGjjXGLPWox3vAeuBp4HbSzn/JGPMOmCdiHwA7DDGfOhRXwfgD8Ai7OtY4JRPBDYC/xKRNj4JWWfgYmPMd8E8fgANgK7GmEzn8d4E1gH/EJEpxpjcIM7/mzHmJY/nkg68BAwBvjmFtimlVLWiQ1iVUkpVJ5lAZxHpUsH1vuROHgGMMSuBb4EhIlLH47HjgSvEyfD8McZku38WkXgRqe+cNxfoJCKJfk571ef3Bc7tJHfy6NS9DjiO7XX19a07eXRiDTbBAZt4++U8l1HYHrb9YrffaCAiDYBsbK/bJYHOD9Ew7NDWl9zJo9PWNOA9bG+p79DhtaeYPAL8jzt5dB4vE3gTqAdcGMT5LuB1n7K5zq2/v4VSSp2xNIFUSilVnYzDfuhfLyLbRWSiiAwTkVP9/2yTn7KN2CGyLZ3fX8D2VM4A0kVkmjOXz2tRFxFpJCJvicgv2AQsAzu89XdOSF0/j7XD5/ejzq3vMFX3ffVDeA5gexcDaejUd4nTTt/jYqBxKeeHopVz+5Of+zY4t75t3VIBj1ve18YtzRiT51N22Ln197dQSqkzlg5hVUopVW0YY2aKXQTncuAC7PDBu4AFIjIEO78tkFD/z/PqZTTGbBWRs4HBznEBdl7e0yLyG2PMdqc37z9AJ2yP1XJsz2Uxdt7dSPx8eVvKHLpA5f56QEt77qVx1/Uddq5gZSrPFhk5FfC4/l6bUNpS2hxH3fZDKVWjaAKplFKqWjHGHAE+BD50Era/YhdlGYZdjAYg2c+ppfU0dcIO1fQtK8b2OrofOx/4yjkQkcuBL4GHgfuArkA34BljzFOelYnImCCe3qk4u5Qy3x5OT+nAMSCxAoaKlmW7c9vZ42e3YNpaXmcDs3zKOlXi4yml1BlLh7AqpZSqFkQkUkS8hn868/xWO78mG2NOYFcgHeQ5T9HZiuKaUqp/1Ce+J7Z3c44xJsspa+DnPPecQ3fC6u6p8uqVcuZsBpyHWEEudtrtfkzBJtZgh936ZYxxAR8BfUXken8xItKogto4C9sb+AcRifaovwm2h3Y3v/49K9K9zkqz7sdLwg4pPgb8UAmPp5RSZyztgVRKKVVdJAAHRGQWNsk4hJ1Tdy92XqB7f8B/As8BX4vIDKApNlnYAPQJUHdL4Bun7ibYbTxysSuGuv1HRDKxi83sxc5lvB2bEH3gxGzCzu97VETigc1Ae+C3zuP3pPKsBeaKyBvAAWyP7BDgA2PMkjLO/RNwHjBVRKZie2MLsK/L5cBKglyFtTTGmM1i9+x8FLtNyhR+3cajDjCqkrbEyMBuR/IuNrm/A7tlyRhjTEUMkVVKqRpDE0illFLVRQ52tdLB2MSoDjZRmgX8xVnJE+w8viRgNHaFzY3YeZK9CJxAXgb8A7tdRS1sAvUHZ9VTt/8BbsAmg8nYRVRWAw8YY74HO5dRRK7Abv9xG3b/wA3Oz92o3ARyFjZhfRzogE2wn3WOUhljMkXkPOAR7HMcBhRh96ZcCEysqEYaYx4TkW3YPSb/ik1UfwRGGmMWlHpy+T0GnI/9YqAxsBWbrPrbUkUppVQpxGPVcqWUUkpVM86iQjuBp40x46u0MUoppc54OgdSKaWUUkoppVRQdAirUkoppcokIpHYPSPLcsQYU1CJ7YjB/yq7vtIraT6lUkrVaJpAKqWUUioYzbFDZctyETCvEtsxAPg+iLhWwK5KbIdSStVIOgdSKaWUUmUSkThgYBChK40xRyuxHfWwCyKVZaExJq+y2qGUUjWVJpBKKaWUUkoppYKii+gopZRSSimllAqKJpBKKaWUUkoppYKiCaRSSimllFJKqaBoAqmUUkoppZRSKij/Dy+A0uQIaE6fAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Iterate through each hyperparameter\n",
    "for i, hyper in enumerate(random_params.columns):\n",
    "    if hyper not in ['class_weight', 'boosting_type', 'iteration', 'subsample', 'metric', 'verbose', 'loss', 'learning_rate']:\n",
    "        plt.figure(figsize = (14, 6))\n",
    "        # Plot the random search distribution and the bayes search distribution\n",
    "        if hyper != 'loss':\n",
    "            sns.kdeplot([sample(space[hyper]) for _ in range(1000)], label = 'Sampling Distribution', linewidth = 4)\n",
    "        sns.kdeplot(random_params[hyper], label = 'Random Search', linewidth = 4)\n",
    "        sns.kdeplot(bayes_params[hyper], label = 'Bayes Optimization', linewidth = 4)\n",
    "        plt.vlines([best_random_params[hyper], best_bayes_params[hyper]],\n",
    "                     ymin = 0.0, ymax = 10.0, linestyles = '--', linewidth = 4, colors = ['orange', 'green'])\n",
    "        plt.legend(loc = 1)\n",
    "        plt.title('{} Distribution'.format(hyper))\n",
    "        plt.xlabel('{}'.format(hyper)); plt.ylabel('Density');\n",
    "        plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1728x432 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 4, figsize = (24, 6))\n",
    "i = 0\n",
    "\n",
    "# Plot of four hyperparameters\n",
    "for i, hyper in enumerate(['colsample_bytree', 'learning_rate', 'min_child_samples', 'num_leaves']):\n",
    "    \n",
    "        # Scatterplot\n",
    "        sns.regplot('iteration', hyper, data = bayes_params, ax = axs[i])\n",
    "        axs[i].scatter(best_bayes_params['iteration'], best_bayes_params[hyper], marker = '*', s = 200, c = 'k')\n",
    "        axs[i].set(xlabel = 'Iteration', ylabel = '{}'.format(hyper), title = '{} over Search'.format(hyper));\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 3, figsize = (18, 6))\n",
    "i = 0\n",
    "\n",
    "# Scatterplot of next three hyperparameters\n",
    "for i, hyper in enumerate(['reg_alpha', 'reg_lambda', 'subsample_for_bin']):\n",
    "        sns.regplot('iteration', hyper, data = bayes_params, ax = axs[i])\n",
    "        axs[i].scatter(best_bayes_params['iteration'], best_bayes_params[hyper], marker = '*', s = 200, c = 'k')\n",
    "        axs[i].set(xlabel = 'Iteration', ylabel = '{}'.format(hyper), title = '{} over Search'.format(hyper));\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ROC AUC</th>\n",
       "      <th>iteration</th>\n",
       "      <th>search</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.768504</td>\n",
       "      <td>146</td>\n",
       "      <td>Random</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.768185</td>\n",
       "      <td>402</td>\n",
       "      <td>Random</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.768136</td>\n",
       "      <td>419</td>\n",
       "      <td>Random</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.768036</td>\n",
       "      <td>369</td>\n",
       "      <td>Random</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.768022</td>\n",
       "      <td>36</td>\n",
       "      <td>Random</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    ROC AUC  iteration  search\n",
       "0  0.768504        146  Random\n",
       "1  0.768185        402  Random\n",
       "2  0.768136        419  Random\n",
       "3  0.768036        369  Random\n",
       "4  0.768022         36  Random"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Dataframe of just scores\n",
    "scores = pd.DataFrame({'ROC AUC': 1 - random_params['loss'], 'iteration': random_params['iteration'], 'search': 'Random'})\n",
    "scores = scores.append(pd.DataFrame({'ROC AUC': 1 - bayes_params['loss'], 'iteration': bayes_params['iteration'], 'search': 'Bayesian'}))\n",
    "\n",
    "scores['ROC AUC'] = scores['ROC AUC'].astype(np.float32)\n",
    "scores['iteration'] = scores['iteration'].astype(np.int32)\n",
    "\n",
    "scores.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (18, 6))\n",
    "\n",
    "# Random search scores\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.hist(1 - random_params['loss'].astype(np.float64), label = 'Random Search', edgecolor = 'k');\n",
    "plt.xlabel(\"Validation ROC AUC\"); plt.ylabel(\"Count\"); plt.title(\"Random Search Validation Scores\")\n",
    "plt.xlim(0.75, 0.78)\n",
    "\n",
    "# Bayes optimization scores\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.hist(1 - bayes_params['loss'], label = 'Bayes Optimization', edgecolor = 'k');\n",
    "plt.xlabel(\"Validation ROC AUC\"); plt.ylabel(\"Count\"); plt.title(\"Bayes Optimization Validation Scores\");\n",
    "plt.xlim(0.75, 0.78);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 722.925x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot of scores over the course of searching\n",
    "sns.lmplot('iteration', 'ROC AUC', hue = 'search', data = scores, size = 8);\n",
    "plt.scatter(best_bayes_params['iteration'], 1 - best_bayes_params['loss'], marker = '*', s = 400, c = 'orange', edgecolor = 'k')\n",
    "plt.scatter(best_random_params['iteration'], 1 - best_random_params['loss'], marker = '*', s = 400, c = 'blue', edgecolor = 'k')\n",
    "plt.xlabel('Iteration'); plt.ylabel('ROC AUC'); plt.title(\"Validation ROC AUC versus Iteration\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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